{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2 折线图、柱状图、散点图\n",
    "Matplotlib 可以绘制绝大多数的图表，包括折线图、柱状图、散点图等。这些图表的绘制方法都是类似的，只是参数设置有所不同。下面我们分别介绍这三种图表的绘制方法。\n",
    "\n",
    "## 2.1 折线图\n",
    "折线图是一种常见的图表类型，用于反应两个变量之间的关系。\n",
    "\n",
    "### 2.1.1 简单折线图\n",
    "\n",
    "下面我们通过一个例子来介绍如何绘制折线图。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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3wsIRgBRtIy8C9RpZBIZPkEtCJIuHmMosYSCLfc1A9y7tvaUsWiiJWOfRbkFRGANcnHYZThvpBixP3bBHrBN490Hgrbvwz5fXHu3WcLRHUrr3Q+OzSAa7WSNIctxjV1kk5+px2LQIfJP+pigq2qn6alQWbbLESTEAjK0k/o/JbL5goROzTNFHDp07gKevBB5aAuSt6/6BByWLaqAekGXAQRZtx7L7lQ7xbu21ma9l1y5Swk9VgX98GnjoQkApMlYblcW9r+nfW2TRQknEO4b2eB1bgdd+C2Ti/e/bD5hfl1dQFFmgwDEb5BLrBP5wPPD67we2f04zLTyzfCV2dRwbg1izwWR8qGZoVVW5GXrWyGObLLLUOS6HLPS3wvOPZXLIU/WVVWwRcdzocv466CF9OJlVChY6pfwWk5k8Xt3ROSRuABYAJITJt23j0WuHhSMCZoZGoJ78d1F1cTgqi8Y5dffLwB/nA49/nriT7fgfsO91IFrEt5EpixLNB8uCXWQ6v1pmaAslMdTK4rPXAC/9HPjXlw75UGyCZmZoQFMZj9nAgNd/R3JZrfzpwPYX/FCmSk263IZHE+uaenXvD1VZ7Iymkc4pkCVgWj0zQx+b95AFuLgdNvhocFXCRFlkfdBpk+F22Ao+/8Zp43HqxCp8/7yp8NDPU9l8wUInmi5+z+97bQ++9OA7+MfbTQd3Mhb0ECfcva8fvXZYODKIUZ/FQB15z0zRwyAien1TL6I9bdqGjEFIeOcv5P+u5fp5PFZEAGK1oMvH6LePPon8t5RFCyURax/ayLDm1eT/ruVAuPmQDsXN0E5NWTzmE3PH2rXX7z0BbH229P4CWVwob4O3Z+thatjg8G6jgSweos8iKx3YEPKgykeCRo51ZdHjsPHFScxMWaRkMeC2F3xGtjvwyBUL8c3TJ3CymMzmC6L5Sy189naRSY0l/x4ShJuAJy4H9q8bumMOF6QFH+19Fln8oEPnswgMG2Vxb1ccn7j7Lfx9peCaZCS4diHjgmghbN0A7FhWOK8zZTFkIIujFpD/Flm0UBL59NBGRJeN1l5veuyQDsUiRf3uYUQWxQf6ycuJiSBTwjFZIIvn2dZg+jMXAD17DmMD+0cyk8fm/WRSZQEeh2oG3U+TU48s9/DAj2Q2PyQpeYYaTEV1O2zwUlU7YdLfWP8sRhZFMOUxnVUKlcUSZJEpzansEJqhn7sW2PwE8Jczhu6YwwUpYaxrXAUolnn/AwtFAcKNAACV1T12Bsj/Y9xncVcHmUfKIbTTaIa2CWRRTLb93LXAPz4J7Fqp35/6LGaCo/Tb62aT/5YZ2kK/GEpTtOgT1Nt4SIdiZdaqafoSAILSc4ySRTNfzd59xffP6dMhSFBL7z9YrLob+Hkd8JvxQNPAqvVsbAkjm1dRE3BhQjVxCD9UM3QbDZipL/Mg4LZDksj2o6Eu3v3KLlz+0JqiRFVMncNUbbMAF0by/AMgix4HGb6SJmboWAkzNKvPzdTOIUHnjv73+aBCJAnZ+DGdDcJCafRbgrSvGVI2AUWyaXWPh4mymKdBKpWSsLgxmqHFvnzAxErQ8o7+PVUWw84GvqlTLUOfvYL+qKUsWugPQxXkkk2SAZih7+DN0JmcwolElUAWj/nE3MYHGiitFJrlzsqZ5/Q7KGx+khDSRDfxpxwA1jeFAQDzx5RritghKott1IxaG3RDliV+H48GWfzN/7Zj5bYOLH2v1fTzJE+dIwtVgwrPP8KURVdhcIsR2nVUEEkNXFnsoWQxNZQKrKdMez1ckhMPFYxWFIssDkvc+J/3sOg3L/Nn0BQ04XTMVa8FcQyhz2JHNIV7XtmN7iI5WA8FCbo4rJBKKIuib6KZS4m/Rv+eKovtci3ftEsZgffbqYuLpSxa6BfG/EtDdZy+loM+VHecPIB2WdLlqzvmzdBiqgOG3r3F96dkMa0K6tSh5tMSkRR8D3cuH5Da+/4BMoHOGlkGl508dofqs8hS8dQFCfFn9/Ro+i2GE+YraTHPoo9WcDELcGELloGZobXhy1gNphRZDMcPgxmameIAvY/thwGp4U8W84qKh97cy11FPoz45ztNaOlN4oUiCz4AQOc2AEDEPULbNoTK4g1PbMKv/7cN33x06H1/44wsQuuv8WjYsJNAFts2FR7Ers/9yubnJrWab9qPKrTF6NhiKYsW+sVQDZgJA1Hqazlo5aKT5q+r8rsgyxLfXirg4KgjnwNibQWb1e7+lcU3lFl4OT+HbhvCYAZGFv11AFRgY/9+pFsOkAFqRkMZXHZNETsUMDN0XRkZwBhZPNKJuUXSJSYdZ1BVledZdOsCXIqboQPuASiLdi1amvkjGY9jRCan8NrRQ0oWRXWte/fQHXc4wOirNlzIYvM7wGOfA3r34Z5XduEnz27B5+4fmFvJBw2iUGDyCGugZDEqkkWuLB66z+Ir24n71jt7h0hsEcB8pOvs2lixZ7+wsFPV/t3HRKuVkudzwa50iG8+oFagNUbHdossWugX/QyYG5vDuP/1PVBKPpnQyGLFBAASkEvpyxUxqGq/hIiVV6sK6Gvs+o/lPIuxdlJKyoD1G9cWD+TIkeuQggMp0HMdKmVRUbRcWnM+Tf53vF/yK/F0Dnu7ibljRkNQUxaH0AwN9K8sJjK5/vvbQUAkZmYEWNzmFvIsJkx8BgcT4CIueJ5cp1fci5X8Cye1wXtIyaK4qBMrOHwYYDRDH8PlTnV44Bxg23PAE1/Fn18ji89jNZvA4UabUDCgpC8vJ4uajx5cNFH+ECiLVX5n/zsdJOKZPOzIwato7Wzv6tbGgXS0wN+9AKI7U6oPABlPd8e0du9WGrA/ypTFD05/ssji4QIjFEVw0Z/exM+f34rnSkn+gDYJBeq1VAV9JvnhnvkW8NsJJU2iXVEyUYr+isDhC3DJKyoefbsRz2w8hGLtRQq9V2cOFNRF5qDEMAUXkqDnmhsiZTET1chrw3Hkf09xk3heUfHcpgNQVaA26EKV3wUXNZ8eStRyXqgzbVQWzSa87lgax/98Bb728LsH/ZvFIBIzs98WSZnbYYPXORBlsX+yaAbmUmE0SzP0xrX2pYag3CIAslATF3AfZLJ4YAOw4if6bATGhfFwURYplPYtugXPMeu7fRjRJqSRYu5KpqCBXDEdWaQuGEZ3hIMAW/gCQ1/jPZnJ6SOhATjzCc0qER9AUKo4jzAXMacfjX05/Db7KWwOfgTPKyeiOUL7kKUsWugXAxwwG7v6qcrCOqS3AmCpCsxyLa5/hKzsXvp50UN1UmWx2kAWWeTpUA6Sqqri8/e/jZuf2ozv/mvDwROjyH7TzQ1SF2LxIitZqrCmVCdSKjVnDlWRe2aCdniBmmnkdc9eU9eAvKLiqkfX4vtPvgeAmKABDIkZujuWRl5RIUva/Sxlhn5uUysSmTxWbhvi6kLQK4tmJI31K7sswWGTOaFLHESeRSNmlOuvISPO+8Pm97tX8KlMDpWymI4AinDNP8hk8f6zgTduB5b/WNvGlEQXDfIZZmTRGPzGUlJ9mCDmHGWiQgFyGR5smHRolZTAknNHSwsfzA2qFGRJsxac8quX8N8N5uP/wSCeyaNe0pu3/VJSs6gVS7wtQuwrbC7wVGB/bxJ/yn8cO8+4BznY0dxHx4N85gMT8GaRxSGGopLO/sbm3brVmgjR/NhvihCmLHorNbJYKsila3vRj7jPYsBAFg9DgMuO9hhW7SFtz+bVgyeiRYIFbJKKTE+R60CVxSScSDFlcajJoqecJmKVyABq9C0FcO+ru/Hi+1r7T59CnKCd3Ax98GSRmY2q/C7YaW3vUsqiYLFFLj+0eRjF6MlekwAXVr96VAWp5ex1Fnd7iAzCZxEArpii4L0fn8XfT60jKkdLr7nq3Bs/DGZo470/sKHfr6iqiodX7cOG5vDQtOFIgZFiMTE+81UL0VxzQ6AwHUnI0D8P+8NDGAw3TNDWp42PXcUikQUzc94mzCFB6r/YV5zYPfp2I074xQo8vGpfyXYwNVGCgo9m/4c//OuF0g0fBBLpHBok/bPqRRoJNg6w4JZRC4ER880PIiqLNBm94g7ya3bCWJIyp4fvpn5g8o5aZHGI0YEQACAZ6cbty81zr3VEtIfRLs7iZhDJIhuMwyXKlJXI98Z9Fo1m6BJmwYOFMYfeQRNRM/9MinTUJEoaEHwWnZrP4lCZoUWy6HBrA6VJKp+XqIp305KpePV7p+PzC0mWfy0a+uAHEbYQYUoaAARL+SwKK/bwEPtlicpiT7yQLO5sJ2RiYg1xhOepczK5grxuPGm8a2DKoiwR0/bzV5+KL500BjdfQNTe3kTWtD+LpR+HzAzNovW9VaRGbPRAyYnzQDiJJ9a24Mf/fR8f/9ObQ9OGIw0x6IyRQ7aYHW7KogEfemWxGFmki3DV5oQqCc9nGR0DoweKEqObn9oMAPjxf0v7d7Ox5Nu2p/ELx4P4q/1XA2n+gBDP5DFCovNJiBS68EtJzUeTKYu+auCMm+i3DPOzqCzSVEE5G8mba5clNJR5UO51IAvh+nxATNEWWRxidKghAEBQSpgmHQa0lCeAuZO/DiJZrJxIXlMnYw5FmPRyyaJRaWwQqDYoi2VeQjLCQ1hDOWU4r4MmooniZDEXLxIxx5RF1YWkOsQBLiJZBIAKmpjWxG+R3dupdUGMqfTxgAzXECiLrA+JPj6llEWRrPeaELpDgehbZEYWd1CfoMm1erKoqIXX4GB9Fmc0lOGWi2aivkyrZmM26YvK59Api2wCGgXUziCvW9aY7rr0vVac/KuX8L0nTNJyDDcwYsDM0GVMWRyeZJGlYmop4sLwQUabjiwWGR9YTkKnT7/dXwdIMqDkBmbKLQH2/F9uXwoAGCV3DpklJCmSxZrpAAAvUtrYyMoY+muBiWcDlz0GfPVF4KrVWq1nMQCGKq1pG7GYlPuckGUJI8u9Q08WjwFT9qDIYmtrKx555BEsXboUmYz+AsTjcfz0pz8d0sYNR7SrhEQEEUdNwG2+j6AsDoos1s6kB9is7zxGItT4FimI/scFxJeRQkudo484Y+XnzCb6g4XRH8xUWcylgaU3kFyFxcDO31dd8JFSlCyaRUMPtbIYIv85WSxUFpN0scDMrgxD4bPI0+YMkCyKC4HuISaLkWRpIrqrnQyqk2qIidjr0K6HcRGh5VkcmBnaDKMqPADMTdGHxQzN1G9vJTDyePK6CFm8YbiTRIdAFHr2kmeYTYZMWRwu0dAGzB0VAgC0fAiVRTEaujOWNq/kwszQDgNZtNm14MsiPuaBAVgKUtk8MnkFQcRRJmnPbmekH7/+ASKeEczQ1VMBAD6ktLmK+VwGafDOlPOB0QuJb/rUC8g2E2UxJZExuJLOo3VlbuQgjPmHGhG9+h4SvNq2+dCOc4gYMFlcs2YNpk+fjv/7v//DpZdeipkzZ+L99zVJORaL4ZZbbjksjRxO6KBksUyKo5iFWa8s9qO4iWSxZhpZwSW69b58xpQF//g0sPR64r+44Z98MyMJxgCXKh95H0vnhmwCNZLFVbu78ffVjfpBaMM/gHf+DDx6afEDMRNfxXi+qVGhWfTF5NgizKKhD5eyyEpemSQJZwsBj5EsOg49dU5bnz4SGihNFvuElDGHU1mMpnO6YCZVVbGjQ2+GlmWJE2hjkMtgUucUw8gQWembTfqiGTqnqMgOhWqREMzQI08gr1vMo8778zo5pqEo+ueobZPeP3GYm6HnjiLP9AfVDP3ytg5ccNfr+M5j6wsWUqKyeLKyDvkHzivMF8qVRW/hwZk7ThGyGBSKQBSrEMNUxdPlDbrty1atx01PvYf7Xju0/KWJdB4jJBrxTIMTXVIOqRQ9d9Z2RhZFsGTcojsTnXcTIIvTSirCBN0OABLyEj3ng1QWm3sSWN/UC2x9jowx+14/qOMMFQZMFm+66SZcfPHF6O3tRXt7O8455xycdtppWL9+/eFs37ADN0OjhBk6qnW4eH/KIlvtBGoBh0czRYurDLHMUs0MAKpWEJ2SyryichJR7tMri0GPnftODpW6aMzV9fvlO/Cjpzfjf5sFXydxYCk2wSRMyKJKSitJxdIT0WCWlOpEGvSBHTKfRfqbjCyyCdIkEjCZyWOc1IqGdb/XEduhqODSXkJZNIuGPqzKoiEBtmjq7YylEU5kIUkaWQSgS5/TFUvjsvtW46n1LYecOgcARpaTwbvZJLWSMQBnSBZHzAztq9KeT5P+EE/neEJwEYcj9+VhQTYOllcOALB7paYiOgOAO0Re95M27FjFvNEhAB9cZfFf7zbj/QMR/HfDAdz9ika88oqqGxM+Y3sZ9pbVJAelCJouSTUqi4Dmt1jEV1e0ojR2mS/c2UJxikNvyl76+jv4x9tN+OXSbeiIHvw4bqYsAkAuQftwxKAsirCzFGyCskjJYlQlY3AFFV3Y2KWRxYMrXfiVh9bgknveQi5C58yjXBlqwGRx7dq1+P73vw9ZlhEIBPCnP/0JN9xwA8466yysWWNucvkwoh2ERPilFBIp804iBrgkSvny5dJCnkXagZlPVLtAFpmyGGgAvvI8cPH9wJefJ9uoD0k0leWWa7HUHwBIkjTkpuhik/C6JkENFOtyrr4XaDKpnsAmYmbmgEYWy+O7gC3/1ftsApwYJuFEUj2M0dCAZh43ZP5XVRWJbB7/dt6C8nfvBFZqLhpDaoYesLIoRCwPOVnU/x7rQ5mcgqv/SRaTk2r8vJYzACExdw5/fGkXVu3pxrWPb+QVYA7FDM3JopkZuoAsDoGyyBY67jKtmoVJguL3D0RMXY8OtZLPEYPRF3rzU1oeVHeQnD8wfJRFm7hoVnHcaPJMd8XSx2aBgkOEuGBcvVsLDhRdQRrK3KiU6P3r2Qu8eRfQu4+8Z33a6LMIlFQWVVXVlQHd121uVmYLxVqb/tnhaiCA9r6DIF5dO4G/nIknklegktWFrhiHnETufz5Ft3FhxowskjFFHw1N2hlRyBzDzNAsOC/HgoAO0gzd1JOAogISI4mH6A96qBiUzyKXayluuOEG3HTTTVi8eDHeeuutIW3YcEWnWqa9SZoPmgMOcGEOtzYnybMI6P0WGdhD7PITEjP7k0DVZLIt3Qdkk3yg8LvscNgKbzsji0OlOhXLYac7XzGq+5VfAg8uJuX9GBRFyzPJyBmAFlqHc17kZeBfXwQ2aH6ZAAQztBANfbjIIissb1j1ZfIK8oqKKomuWve8SibWP8zH1N1/BWBuht68vw+X3PMWVmwpvYpsN1RvATRTTzyTLzCvHk5l0Vhaj5HFV3d0YvWeHvicNvziE7N0+7AI/HgmX/B9SQKvH30wqKa+wr0mAVtGojwkyiI3z/m1OrnpQrL4XpG6w/26ohwrYGTRHSIKajYOrLmfbHOJZHGY+CwKdX7rPXlUB1wop8F+LN3TBwliFoQ9XXE+DzGy6LTLGFnuRQVLXL32r8DyHwF/XULeFwtwAYT0Ofp0Zv9+txkf++ObujKgjUXIImtHlU2/KOFBKQA6YwehLG57Hti/FnUQsme4y5ChgSlqqo/0baaSB+sLj8GUxWyhGTqcN5BFt5EsDn68TWXzyOQUuJGGLUuvx3BRFmfOnGlKCK+//nrcdNNNuOyyy4a0YcMVcXgQo7K0WmSF3TZgsshWOnVa6pMQSb+i6zhsYnJqZj64y/hguGrjFrxFV5JGVZGB+Vt0F0ubMEgkM+ZqSbIYWWQQfaJSYUCl+9dO55t74dd/Z9O/DMdgyqILycNOFmvp9h6Se+6flwHLfohkJg8PhIHF5SeVL7p3Yerm3wIoVJT6kllc+Ic3sLaxF7evKJ4CSTRn6lLnCKZbIwHTKYsmuRAPBcZKCywNByNmC8dX8vxjDD6hxCQrN8lQ7XdBkg7euY9FtZqlJjISyCEliy6/9gzm0wWKwvY2MhldfdYk3PmZuXx7v0FuFKv3dGOVoAgdMlreBVrWDnx/RgLdQWDu58jrLU+T/7UzNLKYjhSq/SaoD78LefnNRy8PnaRNf2N8pA2jKwkRauoZmqCKYwlG95TVNA8uT4TvsmPmiDJUSgayz9RC1s8dJj6LZebK4vee2MQXSWw8LEbE2ThSSclq2Ev8wXVkcQCJvQsgqIGKKiEz5iPk+H7iMlIf2aiZoF1BrSKNCDOfRbp46skRslhB51BmhuYR0cXIYipCgjtNnhU2fldLYW3jcCGLX/ziF/Hmm+Y5wb73ve/hpz/9KUaPHj1kDRuu+Orp05CyUUf+jDlZ7BI6fDG/RgCaiUeUxZlyIZpwzcwDksRVr98++RpueopUEQl5i5BF6m8xZGboIsEbOqJiRhbNyim5gsCEs4AzbsbdtbegTzWQRQMRVCnhTKsOpGjqHLW/mp8DBSOLzD/LU0Fy6wHA458Hti8F3voDEqkMpkjCKjuTADr1CdONPovPr1iJex23Y6rUVLLiDVts+F12XT5Cu1AdxWiKFt8PZdQ7oA1sI0LEVMOUg3iRaHBAS5/z3X9tLEjVMabSZDIaBDzU3G1Ut3N5hV8Hlhh9SMzQouIiTjQGsy2rKjOmwouL5o7gKtZACGsqm8dn7luNy/6yGq19Q9CXc2ng/rOA+8/U/HD7g1ipZcYn9J9NPpeQSICUw+yvTnAuhXmNf4HtnT8D+94YVNOHDAKZH+klfXVWWQouZLBvGCiLvfEMtreZp0kzAzMFnzOdLHDf3kvGVzGobMFoP0KSCVFWVeqziiLKIisYYe6z+HH5DWx2XY6Pym8VXawy3+cQSD8LlxOXqxFSFxZNqgKgd+EqhtV7uvHIaqHsLfUzfCB3Pk5N3wnl0/8gx6o5GQAwKfoOyREJ6NydAGJC/85j6/GDZ3bojgWA9/GuDHmOjWborFrCDK0owB+OI8GdOwoTj7N7Ug2BQwwXM/QVV1yBv//970U/v+GGG7B3b/EauR8WHD+xAd5gJQDAbpJCIq+ouoAAs5JnHMwMLcri7EEVzVzcDG1YEflJGSZxdVKMLIpm6HVNvVjejxm0PxQrRs+Tv6YimiN8/VxtB5H4UX/FHgSw+UAEOO0GvCovRNhIFg0KrkKPkYRr6Cu4MLWXKYqyTAIbDEgm45gqC2S4r7lg1W00Q5/13vU4z7YG/3LeUjJKVzNBuwo+M/NbzOYVnV/SUJNF5rM4eyRRlthEyxQzZnIWwYhlMpvH84b66KMrTCajQcBFyaJIBH/1wjacf6cWTcgCg4ak5B8jhU4/YHMArLqFgTCxwAnmU8lI7UCURfF+vrJ9ADVs+4M4frQNMJ0PO09XgKSMqptNP5BIXjq7W/MD7Cd9jrRzGRwKfSaP1iQoBB40eDJA3378fNfFeML5k6Km0mMJZ/7+FZx7x2vY1ta/2T+bV3gwJUsRxFQ6ZqXwu+04vrbIAZK9fFGkmpFFpizG2vSuRBQnyNthk1TMl3foUm2JYIvOoELHczovNEjdmDOStjmWxr/fbcZHfvNy0fP+3hMb8cOnN2MXzcLACF4GdrRJVXB5yPzRW3cKAGBycoMmXBhM0M9tasV/NxzAjm76/Omiocn16EqT8a3Srw9wyZRSFtc9pNWibt1Y9FrUiMpivPOoVoMZdFLuZDKJREJbdTU2NuKOO+7AsmXLhrRhwxUBfwAqNcc4soWdOWYwDyay9H06CrzwA33KjaiJsug0URbTJsoiwJXFakkjUyGPPhIaAKCqGO2IQIaC7lgaF9/9Fr728LvYXMTHaiBgaknQENV6gCW87aP1rT3lwDde1ZQ68WGk+esakx5c+AeiPkRSOYRhOM/evbrVWz5N+mdDVTlSNBpaHQqymIpoxJQNjoDmtyggnYhhmiSublOGQvVqgXpYnSFKZFBKlvQrNAtuYeCBIwI5NKqMh0tZnDmC9HuuLNI2eF2FyuKNS6bpoqNFHA5l8d5Xd2MnTQ4edNu5sjm0Pou0X5r4LSqKitYwuW8jGFl0miugAEgdXgHiPVy5dQjMUaLSPoDyhAD0ZBEApl9E/o88gfhUS9KAg1zkzf/W3sSHgPwOFopCkkhT1Diz3KQ+S96HfUUido8lMJeKlVv7J9uiCZr5ObMFPZuT/C47qqQiinDPXsEMbfLc+moA2U5UZVrdR4zyL6NqZZkUL5E6JwtAhT9P+s6YyXMAAKN9WV5IojOaxvee2ISmngR+9LR53kFWn76T1bimc0oaDvicdu7ikqmZhR7VD6+aALaRJODc9xJEVfz1/7bR77JKYIV5FtvSZI6p4MoieZ9W6bhnRhbXPKi9NiGApmZoVTEtK3ukMGiyeNFFF+Hhhx8GAITDYSxcuBC///3vcdFFF+Gee+4Z8gYONzhcXkjUHOPO9gH73tSpWsaJu7kniQfe2Iv0i7cAb99DTEMMPJRfVBYZWRTMD6KDvQiqfokdrsyoLHbvBu6cja++fR5+57hXZ9ZgPi0HAzYBGutQR1I5QiLClCzSsktw0GgznbJIfr9b1RTTSDJbqCwqOV1SbIkODufMGYesTAZGaSjIIlMG3SG9iuszIYvJOCZKB4oeyodUgc9iRPDFjKZyRU3RbSbVW/hxXYWlG419bigDXFRV5QPbLEoW93bFSTQ4nYzMzNB+lx1XnDrO9JijKw6NLDKfRUYEjQmGK3zOgn0OCUayaBIR3RlLI5NXYJMlrmpysmhUFtc/AvyyAdiumafEe/j6zq5DD4oRn4cD6wb2HSNZPPGbwCnXABf8XttnIGQx0QNp1wrt/dEgi4YJvNyW0vmENXWVNu/+852mQxofhxJG/2QzsOCWgNvOla94Jod0Li+kq3IUr5jVs6d0nkVZ1kQNaooW2xUEJYuIm6b2YvsHkYAN5HmQyscCABy5BGroPNIhuHAdCBcGuyiKNu5wX2qqIGdUhy7nrdflxPsK+Q000ngMwQzdGU1za0DKLAUbfb470+Zm6LRSxAytKMiLZXlNUk0xQq1TFoGj6rc4aLK4bt06LFq0CADwxBNPoLa2Fo2NjXj44Ydx1113DXkDhx0cHsh0MP0UlgEPLQFe1wZTs7QmP3tuC9q3mCTcZGZo0Y9C9FlkkyAjji4DiQoQM3QNwnxTyBjgsmsFl+BnS3uwsUUb5HVpbgYJNgEa61ADID5XxjQFZg7EdODqNZJFY4ALwP0Bm7sicIAMUmfPHgOJklApnx6Q031JsEg/VtaMwURZzKRiKC+2SgcZNEWymMrm0aPoFdNivj0syGFcZaE5iJl8RdMmi4RmK99MThmy5OvpHIn6BoCp9eQ+RVM59CaymrJoYoYGNLONEaMPVVl0MjN0nrdRRMjrhNteQtUbLIyLNfZf8FlkSZDrgm7YaTYCr6PwXgEA9r4OKFltAgPQJwTmpHMK9nYdoplUJIv7D5IsOn3AObcA9bO1fVzUb7FURPSWpyEpwjhYoqTnYYMh911ISgBRbSKORMNFXUF2tkdx43/ew3f/VWg+PBoYSJofNu+UeRx88dYaTmHhL1dyf/aAy65VIzKiV1QWi7iJ8CAXMk6GhUIAemWxmBk6iwoWXOMMaO492QSqfaTNTULu1IzJ/RFjAPiCmaqBaTj4Yhogi9gOmuoOaTrvCcKMmHrLNF8vfR5i8MAmSzQZt2aGThZTFqMHYFOE/mfiM6z5LBo+G05kMZFIIBAgg8WyZctw8cUXQ5ZlnHjiiWhsbOzn2x8C2N2wu8nDNFmi6lmvdl3YQ2usz5xNmRALM6dbpl4oOU0SN4uGBgQzdBgAsFheg0Vdj+v3iWjql1vSd+rVe3rMyz4NAGwSNlaLAeiKUIwgBcyVRfoQMXKYV1RE0znNJCCiexcAYOMeLel3VXkIkhi5N9Agl87twGOfA1oNvlzMdM4ScTOYlCLMphIIMkfxqikFnwelBJLZPO8PLb0J9AkkOIAEN6eIaOpO4PWdZED/+LwRBZ8zM7ReWSTHaQi5efL1oaoDLhKdCq8T9dQ0vq87jkSW+Syap8Gp9JvcR5AAkEMBI4LZvIpcXimYTCt8Tk4oB5QYvdQzoKpCgBm9f3xBpz3TTKFgJmighBk6SQO7mOLQ/A5SYb1f50DUpJIQn7NwoxZMVgo8wMUkWpRhIMoizV4Qc5HFbFGCcjhhMPMH5aT2fAPwq8miChgjEW2R1FFLqJ4XfndAZJE+7yGvgy/e2iIp3Tjgd9uLmzkFM7SpzyIgpM8hyqIojIRAnoUyxBFL50zrPcfSOS1tj7dCN5/VuMk5itHQ4USmgNDHhRgA9owoWY0silYOr9POi2gUnAOI1Y8hrQpkUVV1z31cdSPotkOmY6umLDKyaOhHdK7iMFEWTX0WgYJ8vkcSgyaLEydOxNNPP43m5ma8+OKLWLx4MQCgo6MDwWBwyBs47ODwwOYiD5NNog+0kA6Gycv1Bn8zn2SiIrFSd6JyJRLC/1xB6kYWNUOTwXiMRHxa7nPejpN23aZ3qBUqTXigX233xDPcz2uwYKqOsQ41QPNMssmKkTnT1ARkcoqqZJ+SKV+ok/y2FmHlZXfD5tIm5wHXh374IlK94JGL9du5sjiy8DsMNCowm04gCHrfp5xP/o8+iZ/naG8GeUXFFx94G3lFRbOhakS91G3qW/jvtWRCWzSpCqNMSJWmLGoTCDPX1ATcPMDpNy9uw+UPrSkZdT0QsN9x2mTYbTL3N9zXFed+k94idWErfeZksaLI9oFCTP6dyim6CQQgEyY3Q/dXcvG9J4DfjAc2Pmb+eS6tpXcymqEFn0UWCc2CW9C1C79s+zqutT/Ba4hzsIj7ZC9JVP/AOVi8colul2JEZsAwlr8sUqZNB64slhjn+yOLsQ6gaRUAYE/1OWTbnleAp6/SXFOOBAxqTyjTppvEA1KiqALGInJJsOLQLLoGC9EyYFYVyAgzZdGIgLuEsti5rXSeRaAgfY5IFkVlESisCQ8QaxRP2+OrAuxOHixW7SgcC7N5tSAQSTwuU+fae0lfLCSLNrSr5brvi8KMWAGKK4sq9XXNZ7jPaxwenfXE31/qHGMZRRNlMWL0WWSp2jY/UbzM7WHGoMnij3/8Y1x//fUYO3YsFi5ciJNOOgkAURnnzZs35A0cTshKLkCSIBnNwUIwCnuAagIuiKnkPCJZNKxcXtgR0VZisk3LJr/1WWDlz/RJuUWMPAFZ2DFJ3o8TpG3adtFEJCiLPqkwLcGezoMzd3GfRRNlsS+ZLUzDYKIsZhPkIY/S2pu7KHENuO3YKJHanp1TaH5P6ve06wAZ7HI2NyBJ8Lqc2qpwoPWhGYE2+lIVJYuCuuAJASBVAfyg53LSt4Dvbge+8gKvwPPDsxrgssvY2NKHPZ0xtPQk4BXyMt7quB9K8zsFTdvZTq7BWVMLTd+A6LOoTSZsQB1b6ePR0v9Ztx8rt3XgxffbCg8yCCQN9a9HlhOy2NqX4tGXZtHQgLkZ+vyZdYeUYxHQyikCZFI1TkzlXicnlMWi9gEAze8AT15OlL61fzPfRww0Mwa4mCiLI0Me8p0/zseIzF58x/4fE2WRTAbpaDce/Sf5XWde/xwWIzIDhrH8pUkScY6Xfg6suGWAyiIzQxchi9S0rtbMQJ+H5ozNJoANjxKXHREv36pz4RlSGMzQo3b+XWfi8yNp6jIE6NUtY9qnIwWxzxjznJpBJIvFnke/q4TPYutG7fqY5VkEtPQ5kf3A2odQufFestkto0wiY28ZYgBU04joVFZBOauw4qUmaPosedSkLk0Yw452fb+N68gieZ1OaqnUPnW85kLkddoLyaJQ6q9JRxaFBWwupXte4nBziw4AOGwy3A65KFnMdZFFyXvMX9JUWST3i7synfA1ABJxG3vkEv24c4QwaLJ46aWXoqmpCe+++y7+97//8e1nnXUWbr/99iFt3HCDyh4i48NkQhaDHofOuuVShcErmyQdjCoWNzyzB5++b7W2mhRJYTauPcRGZdFXiddtCwEA37Y/JbZUeykoi25kIIGQUvZgitVmBoNkJo8pUhNGOjRiaqMyfW8iw+uMcpJooiymY2TSjIJcz53tZCCpDrjwo7JfYGHqj+ismE92jncgl1fQ3E4GO4kez+eymTsnHwyKkcWF3yQD5ek38vOQE12QmbLsDmqJ1anyMtqbw/hqcr9aepNo6U3CJ2ntmy/vxHHvXFfQBOaTExR9T1UVeP67wMu38shjMRqaJcEdU+lFyKtX7fKHaEYzBrGIUYuJEnkWgULz9Mb/txh3f+64Q2oPAMiyxAljMpMvyGUadDs4WSyZZ/GtAfhgM39hu4cs5ADibwXofBaZSjGy3AvseFF3iAKfRWoS7u7qQFNEax97NoHDoCwWy4uY6AFe+y3wxm0kWA8YmBk6XZosKqNPQtpuOE64CWjfQl4ne4FXf0XKZAq+hEMGwQzNJ20BQSlRlCyKQRZDVcRgsBCVRTN3FSOYubnM49QFeYjwF1EWW+VaMhf1UEWsP2WxtxF4/ruYvvl3qEIfTh/jgUTnHKeUhwdposi+9HPgnb9o55TL84Tc3F/RpT1Lx40RiR053q6OEmSRvlaou9b5c8fgkzqyaFAWZQfgrYKiqLh16Vb8ey0Z7yfX+jVlESDWBPrc520eKJAL/LL9LoeQOkffj/KdOwEAGxRaR95kYcXIdDm7HnMvAy5fRvL67l9LFm9HGIMmiwBQV1eHefPmQZa1ry9YsABTp04t8a0PARyU8BgfJmFg5mRRqH1rQx5OVSAy25cCB9bztwm4sLaxF89sPGB+fFa700gWATyaPR0A8BHbe9pGtipSVS3imsIF0r4Tx5NckTwv4iBRmd6PF10/wMdf0qK7mS9aOJHVrgkn2IXKYo4pi9QMzVaRVX4XvF4v2lGBsBQiO8c6saM9BkeOHFd2k2vhc9qR5LkWB5kOw3g9iwW4lI0ArnsfOP0H/DycCTLBZSSXVioK0JnpmEmypTeBTS19OmURAPwp/b0BtMFQdNRG105Sdu3VXyFAu5VIkHRk0RDgxMyxB4uEQVlkPqqdsTTPIVqMLBoVxDKP45BVRQbuk5grVBbTuTz3ayxqhs5lgN2vaO+TRXz6zExzJsoiU+jHVfsKjpVLChOeonClwZ2LaOoEiL8XQzEiM2AYXTKMdZ8ZhMUk4jRFy6H4LDJlcfRJSNtNzNnrSKYNnamtZU3x3ztYUGWxXQ3ho5lfInrmrwBofS+AUmRRu3ZDXTpzoBDJYtcACOtAzNBB0WeR5tD8VfYzWIsZuv2K+iwyE27nNm6irZT6UOfUu9iUIY5M+w6yCFl6Pc/LmMoqqGJp3rxk/hEXXjctIfzis7aVWOu+CjOkvQVkPWaiLLLsGF6vvt0ehxDgwtovy1izrwd/fk3LrjG9PghAQlZiFqokn0OzdjI3GVXPgNturiw+ew1ce5YDADaqE8i2ZLjALzqaysKFjGbt81YCoxYA591K3g80g8EQ4tBmCgs62Jz9K4sR4aFlqEQEsqj2PXk58OC5AIC0akce5OF+j0UqG0kMe8ANZuhkJo9VmQmFDWWTWDqimYMpZlU7ML0+iOPGhAAcvLI4PUtyYJEVJTk3luolnBTIIht4TJRFVi4xAkYWqbLod/Hr1w06OcU70NQT5z4xkpsMAj6XnVdxGYjPom7gNU6KPDq9rvgBKFl0pYgJu0A9MSGL65vCeHtvN3wGn9FeR2GGXOZ/pxucBBJcLpPXzAytKCoaewQztCF1kjFSeLBIZvXqoV5ZpGboIj6LADBE3LAAPNo5UxjgYpMleJya8miK5tX69FTF0ruYkUWDz2Iqm8cBWnVlfJWvwIQkJ4WggnQf8YsC4FOifPEGAJVShFd9OWRfuYEqi6zPi2ATuRlYvlQzspjs5TXt1VEnImczMWcyv0HRj6sIWczlFfzfP9bhz6/uNv28JKjak6EuKo6Tvg58dxswiYy7fqm4GfpYUBbFcqq9iWzJJP6AFpkc8jp4HlIj/C67tmg480fY/8XVuDf/UbyRM4hAxcgi860XyFGFFEWNXT/ulklxJJLCM0AXIelsHpNY1atKqroJyuLUuiB+8tHp+KXjAVSiD79x3Fdwj8RFMjPlSrQ9AZ++v8myhIhd6Ms0Etqo9E9vIIuajJhrkT4vWdqHjQTc77ILFVwy/Byw9q8AgIjqwRv5mWS7ki14HqOpHA8KysGm+QnTdEJHI92URRaHECxNy0CURZEs1krFHVa5KgZgaytLK2CezNj4u12xNBJwo1M1rODTUfK3/hHyXqgj/dhXZuP5q09FQxk5l7aDVBYlwSeIBc4wIhFOZIQAF3rNmCorKIt2WkA9qpJ9GFms8jv59etQ6LklehCJJzX1hfoO+lw2oT50/8riF+9/W3sjOvKrqubnVMxnRzgfDyWLmRJkcRT173t20wHIag4uifSNqIeYuW1KoWoRS5uYdoVqGRW0VBYzQ3dE00hlSX6/EeWegtrgxaqHpLJ5HAgnTaMWzb7P0sCwe9wVTZcs98fgsB2eIYinz8nldWRxYo0fXzp5LCeTxio6HDtpkYEJVBlP9JhXTzCrnmRQFkneSfLMV/icmgsGhS0lkEVBUXMpSc2HCyS5PgtqKlYFY8Aw5h0tpiwaU3VMWUICtYqhVOqcrl0AVBJx6q81XymEaeYIkWwWIYsvbevA85tacesL20w/LwmhqofLLhO3hEAdicIFURaLmfrFknNHTVk09Nv+Eu2LIoUsS6aE0e+y67JU+OsmApCwMjMDqqC6Fh3/mJ+hgBBiqLTp+3sZ4kgJhT2Y33wqm8dkmZLFmum8HQD4s/TlU7TcrDPkRny58fuaewT0vtpMWZRpmhq/r3DedDjd6GF5e6m/otGHeHwV+TwjujPRhWBaJtfCuCD2uwRlceXPSGYN4dlekL4bbahAlqXXMQS5RNNZVNBnvw8B7VlhmTeOQgYBiywOJYqRRWFyGNvzJs6U1yHoccCLFOZKu1AnFU9bkYCLqBEgZFFR1OIrO0ZEKJhK1i4blLBMHHjjduDFm8j7QANvuy2fgiRJXAU8GGVRVVW4FW3lyAjcCWOJ2vfmrm6s302jL1nOLha0IyiLzhz5HvNZZBULqgRlsSPvByQZgIp0pENLV0Ovhc9pF7LvF57LL5Zuw7ONMm93U5swOYoEQDQl2EtE69Lz8GUIWcw6jGQxRP4LymI2r+pM0OtO+TMAaOXQBDACplMWhYk1qJJJmpHKfTS45eSybjiUTEEFHzOymMrmccbvXsHJv3oJZ/z+lZIO9AVmaCF57kCURYd8CNKikoM722t6X1289nMelc3L8VH5LVw4ux4rrjsNVX4Xjwov6u/VsZX8n3Yh3aCap5cpqSySwX53J5lYxlf7iJndoOI5RLKY0C8cR0iaglCJCF9gHLKyaLhmahGyqFB/wf22BigXPwB8+lGSgLkYSpmhmUlbCCLgYJaF3kZqihe+v3+daQk5MTtCf4uaAuQ1sqhbQNFnPiCR1Dlv7OzC95/YxK+3qqq6AJcH3tiL+147CGXzEGFUxMU2mcEoUvhMqioF3A5dfw647ZAkoBPlyI48UduxmFjhcJO64QLKpRjKjWRRiiOdKAyydGb7UMeEk2qabkxQFgEUmGvnJt8GHv8cfy8uDGOpHFRVhZ0uuoOBwnZ7RL9FmvNXHBMfvWIh9w/Xci2m+QI9JRdRFt12zWdRzQN/+ygfP5LuGlqGVkIfq0ZmCHKJpnII0eAWXV5hRhYzMf2iM5MocCkbalhkcShRLMAlSxNo9zbi+q4f4kHn71CDHvzV+Rs87foxvm5/rughE6obZ0+vhdMuI57JkwgtY9QzAAU2qCwajYI5NXc59PUukYnpozuVnNZmqr6x1D6tfakB51rcvL8P593xGlZs7UANtEnvsS9MwWNfP5GXgwMAlQ5Kkbwd+8NJqHaDsqjk4VJIW5jPIkNVQCOL4aTCzWK5SAevFKApi3akiiiLHdEUHlrVhBUHZOzrjmN/OMlXcwAoCaUQyzzZBB9EIyjpDmRpVLZTP3hqk2mYRw4D0EzQsgMNDeR+uZQ0lLx+UmB+gDoCJqxKgwpVFumAt6czjlPl9/D35LeAf32xoDZ4wiSFRVtfivuqsgpDxZAsEuASS+d48EwpZdF+sMqiqsL+4Dk4d/N3YL9jGrDiJ8Arv+YDKFcWU0mcvek6/MH5R9TJ2gTFrr0xZREHI4aBeuJUDpibfkx9FukER0kh81ecUO3Xf4ftnhYIoiEtxkhJUxAqpT6MrCD9a6gDXPa3m5u1MmEykT+Tno/oxItKE0WgH7JYWGRADdGI6NNuACQbIXGxdv33c0mg4/3CtgkuFOHBXg8a4JKBw0AWiTLKfBY//8DbePzdZjz05j4AhHSJyaCjqRx+uXSbLs3KkYBR/ersxxzO5gLms2wW5BJwC8qiwwdZSDTdN+ZcbcdSlhWfXl0sRxQhSd/fy6Q4sklhnKVkcVRuHwAgFxipRdUb01AVc2+giBtS50TTOTioK0coUOhr63Pa0cHIIjVDs1RW582owykTqxD0sCTbguiweyUAoNNJ/NdL+iwChAzSdiZtmsWqT6XjhlFZTGk5J3tU0WoR0OYfcTx68grgjlmAWBlmiFF8yS/gmWeeGfABP/axjx10Y4Y97EWURVUhZGPDo3zTyO5VGC8T88kJcvEbnIALE2v8mFoXwKaWPmxpjWCsycquSalCuDWBuaM05YithnucIwBRQEnHgKpJQBOdiCrGaeXy6GTL6g4ns3lEEmmU9bwH1M8pqardsWIHtrVF8bWH38U9Dk2FGevNYOy4SuwTqk54aIO+9e/teE1x4o6aHnwc0BQPwbRq8wQBYU6v9ru4ktCXzJJye/FOIN7JfRaZgudz2TSfxZx+QBWrYry8vQu1ZR5UQRuM1FxKM74IymJKtaGw0B4FJYtlOaIW5Z0GFwDRZ7FCywG5YIQT6Abg8mNcPVk9ypKKve3dGNdAfIEyOYVPVDqyKKxKffk+ABV80HxpWzu+ZX+afLjzRYRm6DMWJEwqmCSivZChQKFryftf34uvnDKuwIQNFCqLARcx64m+kMUquADAmVNr8NT6/agNliDgZoi2QWonQVtSOkqUcoAEG837PDczK4kw/0qNrN3bUfTat/QkoKpqYWANm4A85WQCTPYUpBVp7kkgsu8Acf8v4bO4R1AWARQQNXdGUCwLyKKgLEoRVHJlcWjN0H3hXphlD833EbWiQw0hlskVlgs1gkdDm5ihTYoM5D7/NBzNbwFzLgPWPkQionv3FaYTaX6HjD8CRBNwOJExTdNVFMWURUpSAob67D3xDNC1E55HP4ePyWfjGeUU3eH6klkYwt4OK4wVmPYXW/RQiFk4AM1tRITfaRMSzJO+GvI60JfMomXcJ1G960miCsvFF3/wVWtR0wDKpSgCql5JL0McebEIRWQ/VFXFuHwTIAP56mkaMeHKIu1PQqo37UfG8pfGAJfuWAaVlCy6PYUk1+uy4fH86ZhbpaBsCkndxIg4W+QGKGFOqg4SA9X4FnfhWlO2GGgpHOOCbgfxNRRBA9viAlmMmCiLqqoiksxyF5RuxY+8opJsIpJEfEP7mokpunwMmbO3P0++vPEfwNk/KbxGQ4ABkcWPf/zjuveSJOnUJnGgzecLJ58PDZjfndnKS/QRBFDV9tqADpmECxOqfZhcS8jiro6YqRlgn1qHrMEUwXw2Ip4RgPi8ZqKaz0NoDHD2LcBT3yDv6STidthQ5iEDRe6lW4G1dyA8+ZP4ZuwKLJldjy+cOKagDSKBqZMK1RJR1WJ+jDGVDPA7unOAA1oQCvV5SqsOVIYC6BRWolUBFzfH9iWzgL8a6ADkRKeJz6KoLBomSEGNeGVHJyZUB7SksAAy6RT3GGXEMavasLapD6dMLPTPAcDJIlvNqm4jWQzR8+tD0O3g1/jsCT5CFp1+2AXleFtzGyeL4qpZl3ZGWJX6coQQ7emK47blO7Biawd+4tIIh5HwieasXR1R/Prfr+EvnZ/FP5zTcGPwV0hn8zjQl8K21ggWji8MbEga/BIlSUJN0MWrH7jsMk+ZBABY/mOgcRXwxf8CTi9+8rEZGFflw0VzTUyTpdBL1M6EoxKuM74H27IfkO10tc3IqxLXiFilUDqLKYvRdA59yWxBSiE9WawGunYUKIvff3ITZu3bgRkOIKK48IU/vYnrF0/GIqPPIo1GZ+4kTL3J2b2w5xLw5rR2GSOlKwWluwoRjOQ+i4eqLJL706v6US7FkE0ayF3vPmKWoz6LHWo5YgMhqGKeRVXV+yWaBYiVjQKqPk9el48lZDHcKChIEgAVaHkXWPA13U+JgSY98UFeDxrgklWNZmhNWVwvlDsNuO3ArhVw9W7HxTa3KVksQCYO3HcGMHoh8LE/DK59/cBIFvvLh8uUVzYGe03M0H5HviDBfMjjQCOAnqwDuPJ1cj+zJa61X1/NqlyKwafoXRyCUhz5lLAt2opsJo0zZBLhq1ZP1z4zqPSmyeNl7f7pzNCZHDqjaTTQ8q+wFQodAbcDS5UTcdap38AllWS5xBbAbk4WybyWUu2kO778c/Ll0BhstU8H0FZg1q8OuDCKFsMAQKwTdEyJStr4HmFWM2EMT2UV5BQV5TamLPqRyOQ4aYWvipJFOh6JPr2Zw6dwD8gGpCgK/1u2bBnmzp2LF154AeFwGH19fVi6dCmOO+44Xd7FDyPUYj6LANC2UdfR/ftfH9AxXZ4AZo4o41Utoqms6fH3qnXY36vvKIwsxr2GNW86pqkkn30cqJ1eYIYGSB1bAKhYRwa60I5/Y9Webty1cqdpW0VrdY0JWQy6HXzu8NKUAIzIcULHSvLRlWQEHp25FiABLmyFTJRFMkA5k12FyqLTrvc1ESCWulqzrxcbW8I6M3QurZHLTEZTIsyqD3DYPfr3Bj9S/p4ODp85YRRmjgji9HH0njp9gCwjI5Nrv3e/NuCw33XZZb35VliVurPaa3afRFOmkRSxXIjdsTTOvu011B4gaR1OlLfC77Lz8nTFkg9reRbpQqHtPXxPfZgm3zXxV3zzTqDlHWDjPwEQ8nr1WZMwxqTOdUlQJTzmroNywhXAgq+T7VTN4ymBhGtTqWpEzO2wcZO5WNYLAAlkYWTFU65F/7KKShRtkRS8NDfm641JbGwO4wsPvCOk+6A+R9S3jpf4pGQx7SeTkz9XXFkUUSX1YUSI9ItDj4Ym59ylkv7Y1d2Fk29diY3NYWDva8Cdc4CnvgE5zshiCLH0AH6T9e98ptCXtJTPIkAWrgBVFun1H0HzqLZoCerb+lK4/KE1+Pe7WsWXktWdzMADXBz6nKXMZxFJXZ/vS2b5ArZK6sNYQ/1y0/KZLe8CXdtJOqCBlFMcBIw+i3u7iidVT2Xz3GTPiLHRNWTBuAo4xHKodI5h1yacyA4sdYGh9GkIMXgV2jbq1lOGOHdDAkDUwhe+hzNsG6GoEqQpgsnb6LNoQhbVVB9aehOIp3O6ak2qCjR2xXjgIPeLFRCg45Pol81da2gQkN9pNz/1RdchlmWuNvpxrjbohk9MhZbPcn9ksayr5rOoWT1YWyq4z2JA71vOg1zo3NCoBfig8yCCvQaIQTsMXXPNNbjzzjtx7rnnIhgMIhAI4Nxzz8Vtt92Gq6+++nC0cfigWJ5FgNTWBLBbqUdE9UA2SVrbohaqVXMnjIDLbhM6dc7UZ3GfWserRDCwTpf1j9DvnOrTJiUWwWaS55ARhbykfxA6o2nTMnE8VQEU1IgF0OmELcsSJ5Ruqiwm4MKYSi8niyr7/TSLhPbitMlVEMUpMcAlkqJmaADVqX2assjN0ELqnFxxZTGbV7GjPYpKwQytCJNdJkVeZ+AoXYvVoSeLElMSGdhEGdkP7FqBG8dsx3PfXoSATIks7TsKzd+1r1VTs0yDWwDdqtSZ1ZMNMZEzgII8i2wQepbm8BSTz/qcMjftdUYLg0gAzYzNoyvvPRUfSz6FK+xLAZTwV2S5QQeCPa8Af1qoi3pkz1PcRdMLOfVqHi/5J5CvUF4/YY+i/bvZsMgiAzftqExZBAqUxUQ6zyeEjrR23XgeOpp6hy3aeG5VOlFmg6MBAIF8WDhocVIxwhFDGQ1QiqVzh1SXOBojbWNk0S+lcKAvhSsfWQtl1T1kp/f/A0eCnHMnygZWj9rp13x9jf5l/aWeYubE3n1an55wJvnfs4eT9duWb8fKbR3I5rXz7x1sVHJRMzS7Hvo+0ZvI8gVspRTB+bP0fuDmaXaE+7P7pcG1rx+k6PjLguT2dBVXFlnbbLLExw6R3PznqpPx2NdO1NQ7IcE8W1wOOK+nT19ZqkKKwp2jqjX1qS+T4oj0hbWdIvthp2bU63LfhHPcydpnRp9FWndanXEx/pK7gLxOhnHqr1/GZ+5bXbCQb+4SxkN7oZsCUw3Fvm00Q8uyBL/TjuPkXdoXf9QNzP8yX2wblcXaoAu/y30KPSwPcCbKU9zx6GsIPovCopaX+rPH6P4B/ZxjHI+EcVHt3F5wjkOFQZPF3bt3o6ysrGB7WVkZ9u3bNxRtKom7774b48aNg9vtxvz58/H666UVuldffRXz58+H2+3G+PHjce+99xbs8+STT2L69OlwuVyYPn06nnrqKZMjDQD2IgEuAJ8cO9Ry7FerCz8HcEA1yV9GJx5WbzKazpkGWOxT63j9WQZeSD04Ahh3mvZBuIm+kHiqCE5whbyLJ44nn/HwfgEtxgkWWievQgQOSVgJFaglKryULCZVF86cWoMUzXeWS9Pj0lV8FF5U+Fz44klj+beZiRygg9hEkt7kzPQKnGyjFSCYGdppK6osGgdAkhRWM8eJ6X+yVGXMwM6v61u7urDoNy9h5VYhgtqhX716ghX6Uw/Uk/6h5knZpn9/iaysDYESMq0vfqCzi7t8xM2CWwDdQONI6a/1E58WVRwJZW79d9kqmqkoGVX7vNqp+YEVUxZ1AS5CCSzm+1mstJgu2XN/eOZqsmIWy8FRM3TcScmiSz+pMLIoLsqCNOgIyTCw8TFMoMMYK+u1sTmMtY29Wn91BgCboyhZjGdyPIo9JWmLhAMJ+rxkk9z/CNB8n9i9VoJESQsqAqkqoSxOCaS5s72qDqwmsBlaehNYu4ssDrpAzK4+6hTc2pfCzozWZ+15cm061PLSijqDJBWmz2leA/ysRlM9AkWURZbsPnJAI5rlY7Sce20beRuN6DVT9kpBCHAJmpqh9WNpOJHhEeOV6MNZU6px3xfm8+ejqBmaYdfKgbdt4+Okz5tEgDOw544kjCb+s2YL+O1tUbyynShQYtJ7cRHH0umYBWuV0f424AAikwAXR4b2gxC5v5X2NPJiecnefZCT3cioNqyUT9L7Dxcoi6TfSrUz8JDjUwAAWcnAhQze299XoDDv7xSerRJkUezbRjM02++F/AnkzbzPAzb2PfOSpnVBN7aoY3Gu+idtYx9Rwrvz5PpW+pyasigs+JnoUimT+xGGv4iySMeztk38IynWhi17GgvOcygwaLJ4wgkn4JprrkFrqzbYt7W14bvf/S4WLFgwpI0z4vHHH8c111yDm2++GevXr8eiRYtw/vnno6mpyXT/vXv3YsmSJVi0aBHWr1+Pm266CVdffTWefPJJvs+qVavw6U9/Gl/4whewceNGfOELX8CnPvUpvP3226bHLAmeM9Cjz0sFcLLYhSA6JAOBoOAKmO6YhHiyiSaWyhUWJgfQqNYUVRYDHhfwpWeAzz2pawu8FZqzsomyePoUskpMKYVkcV934UqWTYo1xryRhgnQgTzsEhnYknChyu/i0dD5jN4MHVU9cDtk3HDeFJw3ow43nEdSKjCyGE3lkB9/JjDv8/rE5qKyOACfRQbRZ9GmaJ9n0mSCysLOHd+v+9dGNPckcfnf3tV8iAwLhcoqQw1nWQYqDYnSo62CYzkhPQ4PGSTVTJyTGdPqLYBuoLGl9MrUbJdIylQEnXo1ig1C7FqI17DaltDyJhaJttSV9Nur+eG2qaSP66IuxbJXg0rzILSZ5TqkZui4i15fRlBov2FKpy0d5l/1ZakZ+YmvAE99A1d2/hx/d/wSZXueRSan4KI/vYlL7nkL3Z1UAfPQKEk2AQoBLqqqIpnJ8woLnWntnrzXQZ/PfAbJdAY5qgAGEQU2/IObjxxVYwEAIbVPMyvTZyXnLUzI7kh0wEXrzgIH77e4Zl8PPLTdorK4YBy5Z5G4YRxRPUjAPTCfRQAKS5/CFjFv3aWvxVxMWfQLpJyRRXdII4t03HLZC8ejQZuh6Riahl2vtvMAF/1iOJzIIhEh98Yp5TGzUsXiGXX42BxCfPsli7tXFqR9KYqnvg6s+xuwtXhgKRtvRld44XPaoKhAU49+TFZVFefe8Rq+/yQJBBMVVJEsckuFCVlkqbYG3NcMZuhyOQaJ9QO6GJhQpupNtBRb1DGwGRbbms+iwQwdHAGHJ4C8SuZZlgVjU4tezT7QHdbeFPFZBPQBY0YzNNvvJ9kvYftJvwM+qpUBZdkkjD6gNdSFqzMFqDK9vlSk6ciROaI+5C6pLDJ/5ZLKYjrGx7w+6v/4yLPLCs5zKDBosvjggw+io6MDY8aMwcSJEzFx4kSMHj0ara2teOCBBw5HGzluu+02XH755bjiiiswbdo03HHHHRg1ahTuuece0/3vvfdejB49GnfccQemTZuGK664Al/96lfxu9/9ju9zxx134JxzzsGNN96IqVOn4sYbb8RZZ52FO+64o2g70uk0IpGI7g8A8rIT2WwW2VyugDSoPfsAkMG5WzKvgBA3ibHN293IZrOgCzxEkhnkBSfW3Uo9div1aFZr0NKbIL9P//po1n6vQ0I2m0WOKZKUBKneSr6vQj/Lp2J829hyF+qCLmSNUV0AdndEdb+VzWb5hPeT0/VkWIn38H0AwCMMFAm4EHDJkJzU5J0m55CPU2dgeGGXVDgkFX/4zGx87ZQxyGaz8Ap8qSeaRHbGJ3W/mXX4kM1m4bJpptV8Jqlrb2+8kACJCdIdaobvm0yQBzetOtAZSWJnWxhtQg7KR1btJddYcuiOpzoDBddJKR+v2yfX14Y8DTBQ7B5ks1leZ9yLNDY0kuvXlyDt9Tpk3fFUkYyzaj4UshCZCABKKoJbPjoNs0eSSTGe0V8Lj6RNuuVyDOW043VEUgXnkc1m+SDmtAH5Hdog5abHiaWE/YUgJTWy3/R4Zn9KxUTtWjW9S85ZMEOTvk36j5Im/dLJRjbh2nhSnaQPUpPghPBbWGTbjLltT6KpW2vbezvJNVM9IXJsV4gcO9apnXeKkEDm9hATnt21+7Xns6eX/L5dluBadSfw9De1IJwqoiyGEMPr29vJuVI1Ll6mnTNHNo5spIObs7ujyeLXrXkdctteLNyejGLGOzdiIc3EwMjiaJ+Cs6YQUiwZ1OmXlbkAyNgzkPvVmCCT8vu79iAbboW6/QX9achuPhbovusi5FyNd0Klk2fO4UO+jJjr1Xfuh3r3KbB3by24NN0x8/5Z7I8tSrOqHSGPTfuM9qMAEgBUnq+zN55GtE97tmxxcr8CLvZ54e/nkwJxibUjm+jrv20RzUc5H+0oul+C+o+67BLG0cCpnW0R3T6dET3hDbrt2pghEFeXrJJ+TturOn18P3Z+PbG07tgF947+5dz6sb8Mcah0TMoHiDtUhT3NfX1FbFImwGXXj23suUbrRuTfuhsqVRZz3moEPE6egzcoFVq6AKC1m5xTXnYim8sVtNfrIGQzktD6dpxeW6dN4ttqg060owKrfGcim1cKxj+XrL8eHptKF3USFAcRAFSacL4tS86pLuDiyqKS6EFzdxTJVBrhWIpeO+qzqPrRHU0J15g8J0q0HdkwSWKuOnxYr0wCADSkdpXsYweLAUVDi5g4cSI2bdqE5cuXY9u2bVBVFdOnT8fZZ589ZHVdzZDJZLB27Vr84Ac/0G1fvHgx3nrrLdPvrFq1CosXL9ZtO/fcc/HAAw8gm83C4XBg1apVuPbaawv2KUUWb731VtxyS2Eh7227G9GdIb5a56p2HfXLd+2CHUCnWoasmoVReASAv+QuwPHydlQL6taOvfuxY+lSbO+TANjQ2hXGlj2tmEU/Pz/zK5S7gDxs6E1k8dSzS8EWOU0HbAAk7Nz6HpZ2bEIw0YQzhN/rTkl4cylp78z9HZgAYPe297A1spTvM9olI5fW1hQVLhU9aQmvrd2Kml597rPeGPm9WONG3fbull14i/6OQ7LBqxJiklVtyMGOPds2g1aNQyLSgxVLl2JS2xpMB/FZ3LbmbYRNXDGcsg0ZRcIz/1uOCkTxCeGzFW+sRcaxE+G0ptg279mBjUu1c9u6S4ZxvSTmh7Qjj6efew6SLEPp2IxxIGboTbuacMOeJt13n1q1FdW976O2730I6Wvxxtr30bdVv+Kf2qNiivD+vdUr4c72YhqAprYebFy6FCf3JVANwIsUfvHMRqxZtx5EoLIhEenBUuE8zot08KjtXEQzifsdKna/twaThd96+cVnEXJWYVFQwibY0NFNAtR2N5NrIRL5TPsuNGbdAGzY1dKh+02GdFsY5XBix3vrkG39D19WuGlqpF2dcf49VzaM8+jnSrgFS59/Tp/LsghObW8GW14deOYWbGn4DM6jZCLhqsby5ctRH96OBQDC7c14felSNLWQ56X5QCsf5dRwM5YuXYqLDMeX0xE8/eKrAG39uvfex+kAOuN5rFq6FNWRHTgZQKyzGS/TcyHBt3Y00OChA4K/8d/fbcXNdM2wYsVyABVwyQrat62GaIB9c9MenAYS7PXYyjXI7ZNxRtd+BAG8l6jGqeJ1tgfgykXx1tJ/QMpNAiBhxatvorGsUK2SlQw+uvEKAMCyGbch6dTaNqHjBcxs1RSrLlouU02F0bJrK7kGMb25/d7cR+l12YLacGG+QxGqCpSlvBhnA/79ylp8YvebmKPoJ6ilL2jkcfny5fw17x/xLp6J4PU176EqFscsABLNtXi1+jv8D7/UHXP73hYsXWpuYWLoSZMnNuQCpra+jykgZuimzRuwtGU9AMCWT+NCEPXQjyQuGuPCo7tt6Iomkchpz9bbK59Dd2AqWlpJP9u+pxlLl+rNfxPa12Km8P7lpU/q7oUZKmI7sIi+3rlxNbZ31Jvut2MPeV4b9+yEIy0BkPHim2uR2av1hwNxQJziM7Fe/iw2Nmpj3ysrlkGSgLrwWiwE8f98ne63r4Oc366m/Vi6VAsoAvT3jsGfasVZhm0SNb9uaurFPAC5SCd8IISpNTgX9ZENAIDN6ljkMyndOBNManOWbdmNUCQbJACvrduOTGw0+lQfQlJcVzcdAMqdKnozEnElspNFwYsm49ceen57Wg5g6VJCvFrayLXZ/v4mLG0nc5k7Qba98PYWlHdv5t8Px8mc9+7qN9Fi8D7zyzakICGWt6MMgETV8tYUTUvX286VxbaWfVj029dwQpWC8UEVgA2+PFUM4cPyVWuR3UfubXVkHxmP2nZj04r/4lQAcdmP9cpEnG7biEnJjaZjNQAkEuakeiAYNFkESHqMxYsXFxCxw4muri7k83nU1urNM7W1tWhrM6lfCmIeN9s/l8uhq6sL9fX1RfcpdkwAuPHGG3Hdddfx95FIBKNGjcKUGXMROpX4Vdn3/hgIaytLu0Im4S6UweF2ACZWvV1qAxak78btVc/i47HHAQCTZ87FxIVLMGp/H+7e8jYkpwdTP3crlGcieE2aj8x6B+ZMqMHqPT2IpHKYueAjmFRLVjL37HkLiMbwkZNOwKKJVcSMs/2H/PcqRk7GkiWkvfLL64DOZZgwugHjFmu+Yfte2YPs63ZObk+ZXIdn32sHAtVYsmQ+3y+XV/CdVSsAAPOnjAYOAKrdAymXRJXPxn9nxOw+PPfy60CTVsrwjJMXYFm0HeglKuiSJUsgv/Qu0EqUxTM+cipmNBhS0AC49f1X0RZJ47iFpyLkdSC95Roe+Xb2hZcANgeiqSzu3vgi+e36aoxYop3b04+sA7rE3HlqQenFUxYtQqisDDvfTAL7yeTyfi8ZZGUJ+PzC0Xh4dRMkTwhLlpwIaa8f2KPlMjzlgss0cyaF9F4MEHKXzh5fD6S9QCswauJUjDh7CWz//iewYwu8UhodKQmP7LLhmx8ZB+zei7Ej6rFkCc05p6qwb9TMhg4lBSeyyMCBkZVBTGioAASXyjNOWQhUT0FDcxh/2vIO7C4Pliz5CB5sfhsI9/H8lwAwtd6P6hNPwv3b30HOTvbTIRXBRevHA25g46g/wt2s9ffJFTagAzh5fAWWLDmebAw3AnSctalZLFl0XPHIWAH2llvB5oLRPW9iJI0IVt3lyMsunHPOOXC2+IC9d6Hc68CSJUvQ9uY+PN+8Q4uOBxBQI1hy/vnAev3xvUhh5JTZwBZCRlKpFCADVSMnkn7bNhLY/RsE7Dnej/eHk8C7r/FI8xa1CpedMBJ7uuJ4e28v0g4XXEhjzuyZwPsHUBn0oi5ggxj3dfK5lwA7fgIA6E5LOP/88+HYfSOQAjD5HGDN0+Q8IcFROxXYvwanzBiN2q4ytO+PYOa8+ThrqsHNAYD0/n8Aul47c954qGM02mn77zOAEFDaRUuB2pUMzj55Pv6+awMCUpJb/teGFmNL21gAQMPo8VhyvrjMKUQ4kcUr794PAHDnIhgR8gEtgDL7MqCvCeqUj2LJCUuQzWaxfPlynHPOOXA4KLNWclA3fwcSVLhyROk99ewLIHWMBf6t5aitRbfxZ+EMVOBC+UnIe15C7ivLuc8yQzSVxXG/eBkBtx1rbjwDjlfWAG1k8XfeGadiWr2W+Fjdfh2kdBT/+NRo1I6fiUd/9QpSeQk+ex4sC8uJs8ZDnb4E2Y2teHLfe/CGqrR+TiG/thkQ0gKesXBOQa5II6T13QBNNjG5xo2aMxfjiXX7cdGcep4RAwCW/WsT0NmGOTOnI9AZx/ruFowePxlLztRcXF7f1QVsWsffTxjVgCVLZpPPnnof6CAd4YILSJ+WNseBvUCoZiTv566tHfjn7g2w+8n4BsD83jEoOSh9/0Jzrhyh9rdQJih+s05dAvzzQfjtCvxUWXQu+DK2LLsd46UDeDM/E5VVASxZIgS49LUA27Q5S6apfRYt+SSeeKYJkR1MWYzrvFVmjq7C67u6eW11m8vDz0mEfUs7/rF7I9yBcixZshAA8EDTaiASwUkLtOfLsaUDy/65AX1yUNe+699ZDkDF+eecyQtZMPz9wDvoagyT8T+qzTNdNMDl+BmT8M4rVCWnbhprumScOX8ysGc794eOql6EGoRnr3sSGY+UME6cMRbYCXhrx+OdKKnhPVfagYrzzzeNXu/uLnx2BoqDIosrV67EypUr0dHRAUXRO9U++OCDB92YgcCoXpom1O1nf+P2wR7T5XLB5Sp0lrW5A9rDU6QkX6cagt/lLSCLiiohCi9uvXgOLkjsAF7RjmlzOBDykY4YS+fg8AaBz/wdrz77PoB9GFflR0tvCltaI2iPZTF9JPXno8635T43aZdPT1pkfzVk1l4aIGDLp2ATBoDRVT5dctGFo/149r127OtJ6AaKWEYjGcxZXiofA3Rug5Tq4/seP64Kx7vHA38Gr9lcGfDA6aaBHfk02TdLJPgoPPB7nIWDEkikXlskjXhWhSOrok0txxia28rhpoOIbBMirVNwCseJpsj18TtUxLIS/EhyHzSG3lgc1VVVUHJk0MkIj8zvPzUHE6r9eHh1E7piGTgcDqhu7b4rDh8cgerCh7Z6ku6tLdnNXQNs7iC5/vR+iGUAd3eRgTfgcWjXIx0jFXgELJbfxXPKSagJumEzRN07lDTgcCDoJf0pkVXgcDh40I5XOP9yKYH6EDmfrngGdrtd/1x0tfCXY/fQyVySAVXBwlFe3Hz8NCyZXa+1VdUrTI5IE1BZmK+zAMyfc/pFwJb/Qt5DgwW8pD87HA7Y6WspE4fD4YDPTe55SEgwKufTkPOFvrZeNYHWiNZ/vUoEkAHZV0mejwDxEZKSvXDY7YAkIaOkUIEov14H1CqMrfLjkyeMxsV3v4UUHHAhjUyKPAtlHidkQ1JvR6ASqsMLKZtANNKDZE6Ckzrydzi0FNkSVEgVY4H9a2CPtsDrIgQ7nYfpc4HN/+Yv7aleQNzH4KbAzNAAMILGCPloFSD1Ky/gr284AVoCk/WVUmiLJtBN1cpKKYJobwJVAOSaqcDFJLjQBjLGKippv3ZMB/GjFtroCFQBit4kn4cNLruMxTPqUOax45HVTbDHWmFbS9ygHC2rgOn64hAbdhNf3mgqh0hGQTV9ZjJwoDbk1Z9XoB5IRzG7PI18UJOL7FmtL9lTPYDDgcoAeY76UrnCa5PX+346shH9vTBDr+Y2Ikda8JW/rcXGlj7s6ozjN5dqRDNDI8H9bieCHvJcGe9PT0KfXqfC7+Kfiz71/Dt5MtbILj+fF6rLtFKrxvPT3zu+Ffj6S3ju5V04r+1CHVm0V44DAEiZKIK2CkAFDqSd+Fzmh/AjiQOowhynXX/MyrHAyVcTv1cGmxOOQDVCvnZEqDIXhPY7TruMmSNDeH1XN5yULEoON+wm176czqvxTJ7/Los0D3q06zVvLDGvb2uP4Y+v7MWXTh5L6j/T+1DG5lgBdWUeAGEkZR/EkOAwJYv1IS9vv0/VxqXeZA5uZCDTTBZxuNHal9aOXzmeXsc47N2koIfqr8MGZQKyqo0sphJtQGh0wfn29/yWwqB9Fm+55RYsXrwYK1euRFdXF3p7e3V/hwtVVVWw2WwFil9HR0eBMshQV1dnur/dbkdlZWXJfYodsyRE51yneUmkLrUMcWdhNHQUHqiQMWtkGSGD/Jj6aGgxZUYTTfY7qsLLUyiIUco8wIVFYRqTeYuF300CXACgoczDK3kAwIIG0o7mnqQuNxUjGx6HDTYW/cZSYRgjPOlvJGhC7pDXAZeHkUVKjuiEEVb9pg7tgJYDrCOaQiSZRRsKA4fsNhkKdWzOZ8ixW3oTUBSVR/hV0AU7VxWdAeTpOXeFo/S7zHROzt8uSzhvRr0uAERRVMTyghN1aJR5brLqqfr38Q7NoZ/5utLFxrRK7dxZegzT6i2yHVh0PQDgN64HEUQcV542viDJM4t2Zw7uLECFXQuPsIoJqlF+fpmcUjL6tqxtFXkx93MAAHs+ha99ZDxGhIRUQoa+VdC2YmBRtZPP021W3cLih0dDk31ZNHSZodSYlglAgw9JbGnVXD84wWRl/tj/fIYHAcTTOV5dpU0tRwYOlPucPMUVU82TSXKsoMduMO9KgN0DiQbmBJFEJJnmUZ/deYP/Mhv4w0088tKYaw8AifgX07SwCG5FAVo3QRUiJwFSQUKhqbGqnKQPBGnFjT+/G0EkLZS2G0A0dFNPgquVVVIfZHaPWa5Kiisf3YBfrLfx/sehS70ikYj0cv2Cogp9mFljxx8um4cvnDgWAHBqUog2NgkAfHefNgZ1RNJICwFr5caE7CwAJ9oGmywhSMdel7jQiGkRxsAAAlyAgeVaFFKfqH3N2EgDNl7erncNYAEubofMA1TihmvZYUh3JQa4mJZw5QEu2jxR5SfXpmgN9SIIJzLoREjbYPdomTdyKV4CcHevigh8OAAyF7ntBkoiScDinwHTBPLvrwUkCWUeByKCz+JnThiFj81pwL+/cRJPgM+URdmQ0oyBzY1i6hyzaOi6oJsXF7hz5U48urpR13fNUoTV0iCXOPS/HYYfTrtMCjJQn0VvXvOZXt/UCz8VCVRISMClz3TicGtVkJpJIG7KXYMk3HhfHUu2N64yPd9B11AXMGiyeO+99+Khhx7C22+/jaeffhpPPfWU7u9wwel0Yv78+QV+EsuXL8fJJ59s+p2TTjqpYP9ly5bh+OOP5wy72D7FjlkSYkLmIspil1qGlLvQdMRWGGUehxYBBnDSyZzaVVXLbddIo2THVHp5TkQWEa2qKk8HwAY72F2EVDCIaQ4YuTWUImsIebj/GQCM9efRQOX29w9oEywLbgl67ELai7HkfybKU1WQ92SgSFKvzpDXycmijcrxalRLBuxymHfTeaNDAID/bW5DXzKLPYq5f49EI62VbAovvNeKU3/9Mn763BY+wFe4ycBZI4XJF4L1PFClp48GL2W1PIsAMLHGD4/ThkofIQU5RUVvIoNOwb9TNlnZASARl9e+DyymlQCibcCeV8nr2hnkP10kXDqrHOfOIAsXVjZOl6aBRUK7Q8DpPwACDfCqcbz42SqcPKGqkKjTa89rJ2cV5BWVX4tql0ZAvEoUboeNT0ZdhgpBptUCWPuNCZmBQrJofG8GRdFKfZWP038mmvfFPIuqyiOGNWWRkvadhX5WbimLLc1kMh4R8iAkMbJIAy4cXq1KBL2eiUyek8UWmgqr3OvkRD5B/WTTCXKsCqcKiCqvw0si44Xo23hUy+8YVlxoU4Xz4wmrG/m9S5iRxUxcq8IBcFKDTY8Bf14EyaAsJlUncnaqzkhJuG0KDxb485pe3YJwINHQTT0JdFOyWIkI7KzutYEsvrS9E11pCS9t05Mg3ZjkDpJrZBhLZUnFPC9Ract95L6cmxcqYpmkH3pnr0bU2iMprvhKdiecRoLCJmKaF7Lc54QEBV5V6K+UhA85WewSyeJ+nid1cq1+oc8WCh6Hjfc5Yx7Mjoj+eRXJYp3BZKprr3C9K2lqoEQmX0jsS6A3kUW72H89Id28VqmSe7S1R09e3A5zYUDnruIn82eV38V9/qpsCfzqktm467J5mDMqhPoyMh86qVuSbJI2BzDPs5gy5FkEiPXxTMHl40BfEnF6D5x2GQ6TGvdsodyd035bsbuRhhN+lx1el52336GS9D8AsLaxFz6J9DXF4YMKuSAtHh8PKFmMU1/YDQpxQ8i1vWd6vtvaiidv7w+DJouZTObgiNQQ4LrrrsP999+PBx98EFu3bsW1116LpqYmXHnllQCIL+EXv/hFvv+VV16JxsZGXHfdddi6dSsefPBBPPDAA7j++uv5Pt/5znewbNky/PrXv8a2bdvw61//GitWrMA111wz6PaporLoMCeL3Qgi7y6MhmYrjEKySFdIdhl2urKJpYi6yIrXj6nw8SonLeEk4ukcbl+xEyxnL1cWJUmfvqFKMIeaVHAByKDiFiJkndkYZo4govrm/drkp8slx5Sg0BgtJ6SYeZ/+RhJO2GQJPqcNbi8ZDO1qhhCEmEYWiw0gF88jprplW9rxt1X7cFvuk2i1jwLO+rF+R0ri1WwStzxL8jA+9NY+PsBXukiS8FkSrY8dqENepivqPvJwKZwsksFlDK3g4LTL3JeoM5ZGe0JQEouRRQAoGwnU0TClxjeJuugp1/Jh8sTOCb5CZfdTpyyyAd7lJzkBqSpS76L3LMHUUr9uf3Eg7I6nkacHL3cKq2WaTJepi50FZNEwGTr9fCDnZRtF5A6CLGZi4M5IQg1YAHqyyJRFJQfk0nDSwTvIlEVa9xXbnjP9GULUgM+PjeDjtrf48dfs68Hxv1iJlINV3qH1XdM5jKD+ivtpcEu518HvDQuqSlNlsc6uL3nGF21CeblElJIJ2YFIxo7NinC+grLI7l3SpK53wTVlVR72ryvcF0QBVWjfkLNxjPNppCcCn24SLZmMnqK5N4FuMGUxAherKOTVVH8xH+D+sKGf+IWFtFGBFzDdTlIvVfpccNokjJeEVEzJMBRFxba2CBRFRSKTw8aWMP+4I5pGhkZD250mipOgLAIkkb0PKciSMHYayGI0lePPkHaihuejPyVdUYiPHoWsZHlxA2OFmFSO3HuXw8atTsb7U0pZ/ObpE3Dh7Hrc9wXN79xYFxogeWpZRLiZurijPYr/+8c67GzX9+9wIqMni+4QGZ/oWMzMrps79W12FxEG9GSRLJ4vnjcCWQeZKyeV6Z+FeurXzJRFsxyLgN5ix+4fr0plqJ9985JpfCxMZvJaKrMihQeYmNGS0D5P+8lz7HfZ4XPaEIObW7FY+h9FBfzMlYuOaz3xjJ6sM7WdqugRO+EUzXThmuk2D/Za3xw23T4QDJosXnHFFfjHP/5x0D94KPj0pz+NO+64Az/96U8xd+5cvPbaa1i6dCnGjCEXrrW1VZdzcdy4cVi6dCleeeUVzJ07Fz/72c9w11134ZJLLuH7nHzyyXjsscfw17/+FbNnz8ZDDz2Exx9/HAsXLhx8A8V0OSZm6LQ9gAwccLsK/QbYCsPvsuvNxZR0SpKkJeZOZdHYk0A6p8AmS2gIufkqpqU3iZ8/v5WXerPLkv4BFFWHcacLv2NuhnbYZJ2yiHQEsyhZfE8kiylBxRRLpZVR36s+IZJOMEOHaKJYr1cg17mURhZRzgcrI6bUBXjgy+o9PehECBsuWg4s+q5uP9lJAyKyKV2+QDZpVbhU3O24Ezc5SAk6BOp5KqG+KBkEc1ktiS8AjK/W7lG1XyNTbeLlC44wbTeHodoBpn0MsFOTmKD0MrLI4BdzejEFj6naYm1eQFNZ2H1gFU4E034bTXLstMkI2rRJyU3rTDMybMxll00ZCFCwoeiig35B/95MfTSCqYqyg5qftHarZsoiAGRitK0qQiwyZgo1YR8wRLdQMIf7L+//f1pz3RX4xt/XojueQVOSTjb0eiazorJIyaLPyScO5o+bSZHrUGczXCuW/N6tkcVUrI9vi2fz+GH2q2grmwNc8oA2OYSbeP43U6XHeE2Z6bvItU7BCZVXyYhirJc8H32qF3nYuKsLgAEl5W7uSaBbZT6LfVrda0FZFElNQYJtMU/fKCFv76cfBSYtxsYACbIap5Bx3iZLmFBu0xcBSIXxxNoWnHfH6/j1i9tw81ObddVe2iMpZNPkPJ0uE4WNK4uEgIa8Tj55cxjM0IBJLkJGvmjqH6O/aAFSYUBVdG1gC5IeQ4UaUVlkyr/x/hiVRVlwiQm4HfjjZ4/D4hlCzksTM7QkSTzxeLdJlZwvPfgOnt/Uis8/oM9L3JvIokMNaRvYsyoKIQAaY/qxvbiyKIyllCyW+5z49CISb37qSP2cyoJN+iOLAaFIQSydI/lTmYnfqW/b2CofvnsOyS0RTeWK572lmNFQBqddRndW++2Yfyz/jtdphwqZp/8RXWaYGVp2BXgb94t5lJmySNEjk8UYK/ihhPWR6wyHQhYHHeCSSqVw3333YcWKFZg9e3aBw+Rtt9120I0ZCK666ipcddVVpp899NBDBdtOO+00rFtnvqpmuPTSS3HppZceeuNEZZEqBlmbFw5aBSHqIJOK12kDZn0S2PIMGUSjB7iyKEmSqRkaIB07nMgims7h4bf2AQAWjquA3SZzn8X9vQldjeigkLUfAJl0lSxwyjXExMPbXmSSV1WdHxue+ApOP/4X+D1CBrLIzNAOIaFukCgiPbsBsfPSQSkFF8pYYXufMNnHOyHRdnQixFUiM1y/eAp++twWJDN5fOfsSQVluMgpk2sj5VI8QTKDTZZQ5gTOtG3QNgbqeALXaIy0Q6XVX9KwoybgwuWnaibR6oAL29uj6Iym0SoOfoYEtQXwG8jiLKEPMmU6E0NNQD/Q6QYnVpWGDYasNm86Qj5jpKRsFKmgQU3HsizB47Ahmc3zCTvocegCXJxZch+9Rcye2UQUuqc/OEKrvyqSk0grmSwOxgzNVGpmkvSUa8mxPeUA42CyjVyzbBxIR3DG1AZUu/IaiZh0Lg++MYMfSUgS4E6SRcrr+ZkIeY9DT/xdAEAv6DOZYMpiXoiE1szQdpo0O0mVxVyKXP9qWXPZAKAFJTFlUUoiQ3OLwhVAIp1HGyqx4qS/4/OzxmhuHLkkymllB1MzdDFlkZLc1VN+gFc378P3HY8BIDlIZV69KYGgSi4oc8LPCD5OAyn319yTQJKaoWulMHi1SY+mLIqkZq+xTJ2OLAoL9mkXAtMuxOo7b8EcvIZxfZpP1rQKCRCta8le/HYZMef++VViLbDJEuaPLsc7+3rQHkkjRxcuTpeJskjJCFMWK3xOEiEugiqLDpsMn9OGeCaPvmQW5ULEMidfodFAX1P/ZmixclD5OCDaigapG+tUQtTEwMtUllxYPVnU94eOaBpnyWsRQBJPK6fqhntTmJihAaDS78T+cBLdJon52djRbiCmvYkMOoxmaIBYAFifBBBX9WObu4h/OifwgHZ/ADh9pF+VGfIsep2kjKMzXZosuuw2OO0yMjkFsXQOLrvMjW/Ges+A5icfSWX5IrtSvOcCnHYZc0aWIdas9bGIlymLNl4ikKT/ienS/zAzNFx+jCz3YmtrBC3hJCbV0nHI4MfbhXIAcV4Fzh5pgRkau00W8QPEoMnipk2bMHfuXADA5s2bdZ8dzjyLwwJ2QU2c/2Ug1Ye8zQfHxr8BAF60kYxRHqcN+NhfgAtvB568gpBFVXhARbIoqJV+lwNAErcu3Yo1+3ohScCN508DAIyiZuiuWAZjKr28PFuBGvDFp4Gm1cAp39FvZ79j9EPLZ3m1FQBAshezXr8KwD+wtyuOne1RTKoN8Ikk4HYA3WyCL+MlnkyVRbh49YSgz4OsShUCWqkhonoAu7dkvzpjag3OMEkfIsJFI6NVE3Ul6LbDYzMoArIDqo2QniwtP6hQUjamOoTV3zqLlMeiYGSuI5rG/phwrfoji8IECqcfGLtIeK+ZoWsMyiLzIwKgmXYZSeOl1sLa5CPJmmlNMI15nYQsskGvzGPXqciOTJjvB4D76DBkUwYCFBwhLDpou7p3A384DhgxnzwTIgajLLLz8lZqZNEtkEWATETZOJCOoabCjTc+Xw48CqK6+muA2pm60lgifEhiUqULUoy0+9vZb+O0VVreE/58cp/FHOolMvm30gGaqUw+px3JDE1yT5+nCjVsfn6CspiNh/m5xo01Z+1O0kcyMZRTn0rzAJciyiL1be1WA7zEH4HES0sik4ASJ+fUC0MwHPpXFtO5PJp7k5B1xye/IaayEQMxdnYYfKjsQl8XySLFi9njcLkqI9S3jdQHrxiHCUGD+TfZizEVXp3bxBWLxmFMhQ/v7OtBZzQFJUs+c7v7VxYnVPvQSKNtc6pMxkOh9GOZx8HJog6cLI4CGtG/ssjIpLecm+2Z/2wmpyCeyXNiqAW42PgCOJbWfl9VVbRHknjN+XsAgFI9H+fPNPfpLmivwSrGyNBgglx64yZmaKBAWUwYClEMyAwdEIJPmWLZvYe4WAlzRX2ZG65ORhZN7jM7tNuOrlgG0VRWq3EP6F5r+1KymMzxvjuxJlCwH8NxY8oRa9Z+u8dN5kOmLAK08opElUXalZmyCKcfI1xubG2NoFV02RCVRdmBVpWQReYS40p1kgWmXU9kB1SyswgGbYZ++eWXi/699NLQFksfdhCVxfrZwKUPwD1Ni+D8SdfpAGgnZAoiVYJYVBcAgxlaUBbpQLGGRvZ9fdF4zBpJvh/02PlAIq4eCuqFjj0V+Mj1xH9E13ZzM3SBnxnFudOqoarAr/9HKkEwE4zODO0u0/lacVC1K6G6UEEDRIJuBzpZggFaNq6zRHDLYOAP0Az6JkpW0O2ATzYMgqNP4g8ZUyCYsqjanDqiCOh9+lrFFXbDvNINE5f6cz+nj5xmA3YmjtqgRg5tsoT5Y4RBmCmLrO8xZTEV0SYfd0gjWxltcmaBEgf6WHoXB1yKNiCxtDta9K1+oEnFzczQtB3sWm8i+UKxf+2hK4uAzvdN9epTQemCXPI5uFbcSN7PupRcWzGi0oCAlMQZ47RnLSF58N8NGlnsVemEkNSUReYPSSL2ZR4t6XPZkaZm6DxdbISKkUWuLCZ4FR+4yzS/KVHdoIsLVtnBXFmkzz6bHOMdZBKlJLcr78WbeWK6S0sufGRyNews3VM2jolB8hz3qeZk0TSKFsDL2zvw/KZW5BUVHrcbeadAGD3lWllR6M3QnbEMwqJ7g+haYFTeAeyKOfG2QhbI2PosAGBcwDDGJcPoMbhMfPWUcXxR1x5J80Wxy1t4njqfRVXFrJEh+KnS0ypTopJN8DrkQcFvUQduhqYL5v58FtnnnnJ+HUS1qYeSNVVV+b33OGxafWPh9yOpHGRh7L7rTHdxE6+xvYasGWxx2mVS8coMqkoC5jrEaGiuLGr9IqfKvLoWQ9E2FlEWMW4RWQy2vwds1yeibgh54GSJMU1K/fFDCxHRzLXDKTzPIlht9kgqy8nipFqTPkQxvT6ImDC3dzhIX/C77DplEQDG+bMYXUH21ZTFoLkbUM00ck6yHbjgd+jIUEKPIFKqAxJUhNv3FbTHuOAfDA59JragwWz1Mvlc7Djpt1iQ+hOyVMjVhdnT6NGtirBScAmdz2CGZvjswtG4cck0/l6SJG6KPihwRchgFioyod94WgVkCVixtQN/eW0P7qQ+kiTAhZJFV1Dz1xHJIjXvNNQ34KozSPRW0GPnkxjWPwIA6FDLi5slBoEyP5nopVzhYFfmsaNMyNH17NRfAxPPgkRJT56m2GCkTDIxZ4hksS2Sxsmpu/D2+Uv1K+BiWPwLYPL5wJk/1G9nA3Y2jtqA1q9mNAS1Wq6A4LNoJIt9mrLoKReUSsHUQYmIpiw6ePJ4gOQVhKoWjb7NJIzKYoPmO8kmKlF9PBiyaKYsMrgNZJGpFukYIaftmwFXGXD2LWT7rEtQDH4kcfJIOqHY3Vg8a5Tu8zCYshgGQJRFltstCo8uotbnsnMzNFugBJjvnhH0fgWQ4KX+4AoIzvMiWQwBAIICWczkFPxvc6vmv8j8QtkiLZci6XhoX2jPeXEAVfjXSU/Ddf0WPPzVBZAEFftT02net5BG1NgaJq+o3Pwporknga/8dQ2u+xfJBD61LgjFq6nqqkDwgUJz6e5OQV2cdSmw8JtaHXsBqWwekVQOK5XjyIYmYooe7dOTNDXZiwNC9OjnTxyN2qCb+/52RFPwZIjKZzd7RhlZzCWBVB9mjShDgPos9kgV2lhJzam+Ij6DOjM0oAWbFQNd3L3VquI/28nv8ch8kEA0APjPuv1IZvNw2mVU+rUI/LhwXSPJrN7PMiJkBy+GEmZowFxZNCNUiUweigq9zyIP6NJUOKIq6r/vKkYWHW7Nx1usLR6oA078Jnn9ut4F7opF4zC3no6LJZRFNp5Gklm8tI3cU7NUOICmLEZTOR7UY4xUF1HmcSCjas9wm72B/6bbboMkacGt9a40pteTcY7fO5efuzb0ij6jvirgm6uAazYD87+MPhoA9fkTx6BDJs/e82+8o2uLuMg4GBxUUu41a9bg3//+N5qampDJ6DvQf/7zn4NuzLCHWeky2QbH/M+h4+VX+CaPOAGcfDXOXVaB7YoY2RkAPn4v8a9ikz+0yC0AOGNK4ap7bKUP29r0as/XFo0r2M8UTBEyEiqzQAUAY6VOVPhc6Iqlcc+rWiLZ0WU2jcAUM0O3k4jk0049DRhNV9AeB15W5uKTeA2IETLZgVBxs8QgUF5GHkCnWjjYBT0OBMAUIh/aRywGJImnWmDKIvMZK0UWO6IptEdS6EEVgqNnFexnipO/Rf6MENwCQl5t9T3JaPLIFiGL6YimVHgrTMkiVxbDmrLoEBIJS2oeyMS0dDBGM3TSoCyWjRQUatoutnAAClOaFFGtdRBVanYu/ATKAQhRsJwsRrQ+WDMV8FGCWTG+6M/4pBTm1WkT2ifmjcBzm7Rjh5mySCf0RDrDB/SI6tP51fpdNp5nkT0/vmwREyTLsygldYssriyKwUxUbQooEQAhJLM5PPjmXvzqhW1YOK4Cj3/jJO2aeis1H854J7/2bRnST2xVk7Q0NcJCsVwmz391TQ1ALa0zGoJ4/0AEqkoIkcdJ8iP+b3Mbzpxagw5DlPzkOj/krmogTMaFiBSEO5fn+VKNUbu6IBe7Czj/V6aXigVsdMv0flLiXucmE2VadcAlZaEmepDKKpAk4JXrT+fBf0yhb4+k4XOT++EuNzHNOjxEjU+FgWgbKmqmcmWxO+8GgtWkGlG8C6gYXzTARGeGBvo1QyuJbsgAuvI+7OizAw6gXIoh4LIjms7xiNifPkfGz++cNQk+l52boTN5BWl6nZPZvN7P0lAj3hRFyGIVtf6Y+Sw6bTKSin5cYNchKQniBZtXCsgicPKESry1m96PUuP94p+TALV6g8Vm7ueAN24DOrbqTNEnT6gCZlcBL6HAHCuCiTC3PLsFTTTDiLcIaQ0I0dNcWSxhhg64HaiQtHGyQy0D0AOfyw5ZluB12BBRyPWudaQwvpoGurLa2U4/zwNqVMtRNZG/ZKrjlNoAbOWjgJ4DUHr1QS6JTB5FDAMDwqBn4sceewynnHIKtmzZgqeeegrZbBZbtmzBSy+9hLKysv4P8CEES2zKoOuIkoTzFy0EIOECMThj7mXAvM/pviealI8fY1BVAJw1TSOQc0aFsPaHZ+MmQX0sCTEwQexRZilQACDcyFdfLFLvo3MacPF09uBIZCJkq+refcDfPkZUn/b3yTaWkw+EtL2hzEJO1bpkhxoqmpB7MCgvI20ipQD1T0uZxwE/VYgiqpevHFlQjJpNEdNbvn+y2NKb5NeiLlh8JTsgMHKU6Nb5bF442zC5GZVF7rNYRFkUlGMW5cgGPaOyyI7jKRJ9m08ZgxOqNLKYTwNKXm96o4oyVxOK9S0RRmVR8PNUDWUUdWZoNjF79KoWrnobOPXagpyNMyslBNkA7Qrg1ElVus81ZZFc03wyylOpRODV5Vnzuew8GlqiyqIvQR3O53+ZqK8f+wN5L/gsSswM6A6aK4uUKPsVMvkkMnk8vZ6kpHp7bw/pp+LiwU/VvXATJ5EttC4ty09IrpumLDIluL62DmdPq8XXFo3DI5cv5ISI+eX94+0mXPevjfjTy7u4/xzDlLog5HptsfROu4Tblu3g742kqrkniQ3N4cLUMwawVDB2r7AgAlBhJ88ci0pnieqr/S6MqfTBTu9Npd+Fb9qfwe8c9/IqUyfMLJKex+C3GKBjRJ/i1nyRaUQ0T7/CclJ2bgf+MF97NpkZOhsvXIwLyERJn+1V/QhTn9EyxDCKmia74xms3tONvmQWDWVufP0jZPEjWhqYuhhP53ibAQBdO4v+LgCawJc+q049+WFmULNoaNFNKM99J02ihNkiRjBxh2pGYsV1p+GBL52gHSNfog/M+TRZSBgjdULC9TUScpagvYSyyMZqRhQBwGYz95PnaehAztftkPWFBwwIuu34X56e36iF3AzM7pnXZefKYo09yVOy+QRlscJroiwawFIrhbxOpH0kctyXbNXtcyj+isBBkMVf/vKXuP322/Hcc8/B6XTizjvvxNatW/GpT30Ko0eXyCv3IYbfZdelfzFK3N86YyIe//qJ+P2nStcN3S6ohuUmEViLp2vyfDanoNLvGnjQEXuYVAXIC47axUyFvfsKzuOyBaPgztEJzxUgD3WgXkt3svdV4P3/kOTEsh2omsy/63faEZV8eEXRrkGPGhwSZbFSWMTwVAoUZR47XAqdCODjA7/dSYiUTc0inVN47U7JZIVaI5BFgPi7iGrgQaGCkplkD5DowQvfWYR7Pz+/MJinWDS06LPoqSjIswgADTQXGRtoqgMuOIxkMRnWoqEN5kMlbQhOqBivH5RzKX0UPJ14xUoOpvjfjcDTV5EJrMBnUTBDG4mgaIYuUjkENVOBs3+i93sCcNmcEK+eAlcALrsNU2q1SdPos8hUwLRK/BN1ZminnZeYlPMpSFDg6qVk6cSrgBtbgONoPljBZ5FXPhICXHTPGCXHrNpDMpPXoiMBbG+PapOyw6P1Barq5yDjnVZyXF3VEiEamp2X0xfC/V86HjdfMB0hr5Onh2rqiWNDc5ibjnd1xAqUwql1AUhCub0IPPjza3v4+4Rh/1//bxs+/qc38eQ68whOBqZgOn0hsoH2DTlDrgdz7pfzabiQ4YUKGGwS8H37Y7jURnyic7ITwbLCqk8ACnItnj+JTOJTRjdovpTUDO13GpTFl38JdO/SjhVs0MbAEupiLkYCt8II8Gj0kBTjfmw98QxepZVczphawxcoNprZAND8FhOZPFdDAQDd/ZDF3r3EoiM7yDMigJmhu0zM0OIiifmtszYEXHZg4tnkw/lfIf8FZdE9dgEvbsDA8kcOCnaXRu7DjfrPjItpE3z7rEk6v3CALGDM4LTLusCXiTX+Ah92EQG3A/tRjQWZe6F+6Tl+bRhZ9Dlt3Gex2pHE4ul1cNpljPJRYcgZ0MzQhlybInjqOo8DOT8xdQczHbp9jjhZ3L17Ny644AIApEZyPB6HJEm49tprcd999x1SYz6oEHNVAdA9HAApSbdwfGW/DsiXLSBk/Jzp5r5wZV4HJ1fTG4wRif3AOMkziGZoX7VWIrC3sYAsep32QrOhbNPnPdz3BvlfNVlnGpBlCQ1lHtyYvYJv26PWDYmyWF0ukkX9gFfmdsBJy3hFVB9/iG00Wa8LGURSWch5VjaqcNCpDui31QXdh54ZwOnTcot178K0+iDOm1lXuJ9IDgB9nkXRYV4ImMHb9wFv3F5QxWF0yAGZ1qjOscTxqT54i5ihGfF8Y9TXge9sJPdcLKuVTZr6qvIgBrOFSDoGrL4b2PAoITnFfBYlW0FkpVbyLypElhYhAy69n5E9lyj4rX9+/UTccN4UzBkV4qt/rtbSfVlgmkNQInwuG1I0JYhTSWOE1A05GycO6RXjAZuguND7dZy8C4tj/wUAKM4A9w3UqTP0urH8l/FMThd09Mr2Tr2yyJ7pCCHpZFIi7dSRRYfQN9g1cOutREw9v/Lv6/DxP72Jx9cQAro/nCwoMze5JgCM1go3TJWadYunYk72G0vkgHtleweuepSkQHMH6D1lFXEoyW9Xy3npwhBimO6LAn//BLBjmXZ+AmyBGvNynECBsnhckPzGtClTBWWREDctsTM9L531QSL3gfXbeFfRc8zHCpXFEOKc9PbEM3h1B/nN0ybrMy2IyaUBoizqfBbDzaWVfFZBauQJBWZopiyGjWZQAFkhtRIzhbI2+N124LLHgGu3ACOon6n4zI7UFEWGZMY8tVW/MAukBITnwTx1DgCMq/LhP1edgh9eME0XF1AMLMgFACZU+0vsqZmtO5QgEnmZ9xH2XHudmrIYkhIo9zmx5uazcfYE+ky6AqigVgBjnlsRTN33OGyQqNuNK6f3KR9IBaZSGDRZrKioQJQmKh4xYgRPnxMOh5FIHHwOnw86qoRceWb5mwaCL58yFn+/fAHu/Mzcovu8eM1H8OWTx+LG84uYV4pBfJhEsshe188Brt8JnP9r8r53X8F5eJ02bQAXJ5szbwamfZS83vcm+V8zvaAJp0ysRCfKce+sx7Fh5k1YocwfkmjoyqCPm7fdyOryFgY9Dp4HMwIf9xlh5mYncoilcpAVomrYHIWDTtBt1ylLh2yC5g2nPimlTEil8izSkonw12gTQNMq4IXvASt+gnEuvTI4KqCdgz1EU1WkwtxtwkgKJGrSzpSN16qryDYt8jBygJR6ZIgxslhCWRQr/Wx+ElhzPz0vQzS0J1Q40YvnzhScomTRQDTTEU1ZpCpshc+Jq06fiPFVPkRVSoKpmspUQFams5gZ2iOlMUWm6mrVlMIsBK7CRV3Grk3WemWRnIuL5r9MZvK6yh5v7e7WFncOj0YWKeEJCxHO/SmLxnax4BCWd5FZjPf3JnUBK3d/7jiSO9Vmx4s4CQDwYO583TPByYRdb3IslgPule0duOJv7/L3Ln+IvEhFaDlIct+i8CJlI/c1JMVwen41qZP9zp/J/gafWclvvugGoAWn0QWORNN5SRXjNbJI0+doPovkXiRdIpGjPnSG75hBpYu7XtXP79UkeT8Wdz2MavTird1d2NedgF2WcPJEvZuE0W+ywGcRKnBgHVko3jZDI9AMNAMFxp9W0K6iATzQLyCZ8qUzQ9scQJmQUFucZ0zIYiZ/kAEYQjlMfQOLuKMYMCLkwRWLxuOpq05BfZkbN5dw3woKpuixleaV2hi8ThsPAtIn8ibPtcMuawU5VM0dyMZcUlx+hJjPYgkztEgW7TRLhDuvH9/j6RwvH3kwGPRMvGjRIl5L+VOf+hS+853v4Gtf+xouu+wynHXWWQfdkA86qgW/xWKRVv3BYZOxaFJ1SbI5ptKHn3xshj4X30AgSeYJlfnk4yX7MFLQuxdfiv4Z/3N+Hz+w/xM25Ml5FZlsuJrEkoXWFJLZU+gA+HSzF++N/AzysPWf7mEAkGWJp2hwSXrzVJnHDgdVFhfNnsjLJrJBzYUsoqkcJKV4jVFJkriZDgBqzequHgxYOcZSJiSmzpn5LEZpBGSwoSAdBgCMcOmVvVF+OnlLshZ5mOrjA1syk8d7LX04+daV+M+6FqLGAXD7DPeaRUR37dBvZ32DETiz4CmRLK78mfa6lkbKV0zQ/xfB+liyV1AWKwv3A0zIYlRnhhZR5XciDnpOGT1ZjNLtpwiTt9+lmaHdyGC2g55TjckE5C4ki2kbmTzssqSvXkTPz5kh1zGRySMs5Pbb1ioE9ujIIiE8XB2FPrOCLsdqylxZNCaGZ4hn8jxA6uJ5I7BE8Lv+v9Q3cWn6x3hKORXd8Qx+/b9teGtXF58wqw2uXgUJukH8tG94YpMumf6IWkbyVHI/OFn0ICozX784RtooOWSLJmOAlbGCkgiDsogeakavGFdghjamrtmwW+jD/Ldo/yihLMo0YIeYobV7tXDfPfit4z5s3k/uzeIZtfqMCNDIYpwri3m9zyIA/PV8slCMtGiLMIZ9r5P/4wrJonhsMXVSNq/o/OifWt+Ctr5UgalVB6GcoRhw9rVF4xBw2fH1RSbP9UBQTFlk5Ly/nLcUE2v8WHXjWfjaR4oHw4nPzriq0mRRkiSh/nSWL7jZtq5oGhH6XDqyghIopDFiPovRVE6n5IrgVWccMpx+Mk74FH0AYjSdgwMHry4OWuL64x//iFSKDEg33ngjHA4H3njjDVx88cX40Y9+dNAN+aBDNEMPBQE6LLC7yWQjmiuMZIQ94NFWnIWnIMsKpsrNWJmfB6/zPJIoFyhUdIwru0ADjGAT7ra2KH70NFGsi5X6GyxScMKHNNzI6gaxoFtTFv1lArGg5f6cEiGLbkoW7U5zIlgTdPFi7/VDRRYrKVkckLJoiIbOpbRVdqCeBBNVTdYRuBqH5mzvssuodNJVvcOn5UVLhuGp1MzQP3z6PRzoS+G6f23Ea15y3Tx+A+FxeIjCbCSLDNwMbaIs9gkTLStN+Yn7gAkkoT2qJwNfeaGg3JXuuMleQVksRhYNbU7HuGpYSBZdiKn0+mZigKrCniUDcV1NLa6fPhlfFSr6+Fx2NKkaWZxm2w/kYU4WXYVBgUkaJep12vTuDPT87Bmt5KDo9N4RTSOViJNv292aikMXDaKyqPOzEoOfjG4kFMaSkyJYChFj2bMTxtdi1R6yrTOaxj2v7MY9r+zGxccRpanGrWJvVGvHgb4kIqksAi47P+/nNh1ARzSN2qALT1x5Ml7f2YWPz60HXqGVqARFOKZ60Kv4UQsSRTzCHiYHjhUhi/4SBEL0WUzHtKoj5eO0MY6aoY3KWyJuSCkFDEhZtKVJ+8Kqj5uhGU63bQSy5Dk1C1pkC7ooa0NGMENPPh9ofEuz+gBAyxotcjif09pVPcXk2OT8FJVUjrHTW2ZMCv/I6iZs3h/h99fUpDvnM8Db9wJTL9RZBm6+YDq+f95UHow0aBQji2wc8FVhqBAUSjyO7YcsAlrltUgqx4k0C1xrj6RQQRcGkpg5go9FfgQ9DsgSuf7hRJa7hIgQk7Q7/WSuZfW3GeLpnJZ38iBwUGbohgYy0cuyjBtuuAHPPPMMbrvtNpSXF0boWiAQyeLBKouHHabKIvOJo+qDt4ITP1mQtENSDF6HrCVhZo7NDMbIVZOEu1V+FxaM05PKoSLWTFksdyo6sljmccCRY3V6Q9oXBGUxls7CppBJmQW+GKFTFofaDN1dIu1FQTS0QHSYs3ewgWz/v3dINDD1hax0aPd5ZLmHl1jkqUMA4rPI8yzmdHn2XArpG/5ASN8m5tcpqggiuBnaxGcxYqLKjJivfz/mZL1pix+X9rFEzwDIIr1OMh34SyqLLk1ZVBVg67M4K/MKOXywEt86c5JO7fc5bUjR1DkeKYMp6j7ygYnrBdxlUOjC6fvZryE//yvoqif1jwtqztLzs9FJRVW1CFWWuqc3QomKw6P5j1Jl0UhAOHQ+i+ZksSZY3FKxnZJFXZofALd9eg6+febEgv2Z+lXr0ZuhVRWY/ZNluH05WWTkFRX30cCYL540FqMqvPjswtHwuhyCb65GFuPwoCVN+l69M45AhhKgeCchRAejLMbaSPAHQPqtJ1QY4GIgi8Y60vvDScQd5VpbisBJKyb1IoAUnEirQuRtcDQunF2P31w6W7N+CCDVvbRrqwtwqZwAfOYRYME3gK+9TJT/ZA+J2gb0uXUdhccWs3eIpuhEttBkvKE5zJOT+8wsYA3zgOu2AZ98qOCjgyaKgFA73WCGHqSyOBDYhYXWuH7M0AAQcLHcjNmCSPGcogr+0GHtS8x9xxkgJWk9xf0WVVXLf+pyyPAEyfgaQBxpIWAols7BaQjwHAyspNxHCKKD9zFLFh2lyKJgM6osnAD8Ugqujg2k/rDdA8y8WL+DkSwWeXj/8sXjcclxI/n7oYiGBgAfrT194zljC8kiVRZ1E6RAFiOpHGwqechsJgEuAHSrvSHzWWR5tHp2E98sM3CzI/1N2VaomjGVRJKI+Z/eP0cmytM6jarwavfa6RWiqoVo6ExeKz8HwKWS3/YHDOoYM0MXJYsllEUzsljM77DYcZO9QnBPke/WzyX/x9ESi+moEOCiJ4szRgSRgAuKSieJf30BJ4EkoLZ5C5VB0WexXurGGIWqHSY+WrDZoX7tFSxI/QmP589A35m/QTxLfqdgnKDXQUoVJndeOJ58xvzJt3VlNWWRKmu6kqIixOAnnhhc34dqAsX7NIsc9RvIQX2ZB9edM7mgtjtL7xIskvrurpd2QVVV/PXNvdjWFkXAbcdnFxgybYjJ5+l9i6kedNJE0LPKMpB4qiaVlIikKXU4SqlN7JkJN2kmW2ZVYQsQ6upgDC5x0kVURrVh7cn3YvFtr+KvG6hSVMwMnU3xTATesmoAEvLC9GwrH4U/fvY4XDTXZJEEktsT0Ezh8UyOJxKHKwiM+wiw5Dck0GTUArK9kfqPsxKvkmwaCCLLEnys5KdIFtPm/oW6ABczBOsLfXcPFSw9kZh9QVG06z2EZFH0HSwbQNYLzQyt+SyybZ+YN0J7LrNxLROJwcrBIqLN/BbTgiuA22GDhwaABZFATHBTiaZysMOq4HLMQ1QJjNHQxwxK+iwKk4UJWaywZyDtWkHeTDm/QJkYiLIIEPL2xZM0E6PTNjTXilVxmVfv1g1ios+iro30WjCfRTtN6O1wFTFDC5NpXdkg/UWLITgCgERyhRVLuWGWGkKc6J2BQv88rsqEUV9GiN3Ico+mMDi8mhk61cdVs0Qmr4tO99L6pWVlIf3x2cKiWNUIVqbPTFnsMyGLxr5UDOz+xTsE/8giyuKU84Ab9mqVc1JhQVnUE6XJNQGUeZyIo/DeO3yF1hSfy44UNUOPkOh9q5qiJQc3wBasRdxJiEskmeVBA8WURSnVByEgEy67jDkjQwCALc2EGD65qRtZSc/GmILx5ZPHGk+C/I+1g+chHYSyyFDQXhCfLWMaqSjNR+gu8Wg/u6kVv1tGlK+bl0wrTBXG7lE6wv27MnYfumjJ0EneuOZvCBB11agsKiUmTjH4Ze1D5D/z12bPE/1dVoaVETWZjpnfyl6NS14KIp7JozlDVd1iyiIN/kqrdlRWkH7ilYScjGYFH9q3ANueJ81lhIQpi2lBWTT6xY6hkeota8h/Psb7ikaHmwW5FKsGwsoSBsx8Fg8X2HOeSwoFAcKaK0uxceAgUCrQxAwsN2M4meWZANj1/NnHZ+LXnztV25mpi3wsosF2JXItpgVrj9tug42Or3ZJQSKmuUTE0zk4pSNohrZwcBBVAuNK+5gBJ4vCIMWVK8E8UVnohByypbWB0OTzAnWoxEpvWr02uLVHB5C4eSAQKtSIg1iwmLJII3qdUg7RVBY2laoGLvMErKKyOGRmaJtDu07ixCfCGA0N6M8jaFKhQogaZgllR4vKopijLxnmqkIik0OETvQO5OCUaASeMcDFSBaDI/WfM7VvIMqiu0xXV7gkGFnkvj+SRnrNILhUINlbMEAzyLKEE8aWm5NFb+Hx/S67VsGFYcxJJZsu1hc2zbEICG4SKuqc2jNa7nViSh0hMB6aGiqhOtAS05t546obf/vqAvz4QoM5nCmLjEzZXPrFIQbWp30u8/tUYSB6bRFy34vsDgC4+p/rkcoqOG1yNT59wqjCHUzM0PU11ehUSb+dILfpA6hi7YVk0STIjsMs1QozdTKymM8AubSOSKVzeZ63Vewv3Sppr2JGFpO9PICmRa3GqEoTdwFD2h+oKvDYZcBjnwXe/Ss+eeC3qEIfz3WYyAgBLsbFIvPvY23hlVsKTdAMxgCavVHgFy9sM913Xzc5ntni4bDBFdQINVOQ2fm5y0pWcBksTqfV08ZWFr9eIoKUyK9rJP3P67QhRJ93v8uO82aN0HyXU2Hg3Qd5Xl9271hEtFmuRZabUpZoCi+7GxkajpKIaiKDZYYeJhBD7A85B9/hAiOLYv47MzM0i9IFcEAlk23IliodgSqqdp7ykmYIMQ1Ns5BV/5DAiXCSD2I2al7hyqLOZ5EpixncsWInHNQM7SjmsyiQxVImu0GDO9oXIYs8AEm4P6JqGzAjiyHyP9WHb5w2HpccNxIfnzcCaN1EtgcbdPswJVxRtTrSTFUEAMkYac37Eb2uLME4A+sLrMqLCKMaaVSkS8G4ryfUP9EUI7MT1GRlnFwBzBoRQlwtvK+SieopmqE5hLyDZhAjJpl5r8Dny+7k1TVq7Rp5CHkdOGNqDRZNqsKoABlbUqoTz23Rk6MkXOZJhI1+aiYR2qaRrQYUIwe6ND0g5fYAwGVT8fBX5uOS40bi9RvOwHfPmcyrkgDAmEov7vzMXPPxkiuLfZwsXnvhfHzpHGLq9/Vs1u8vksWpF5IKOhP6yd4x7aMki8BJ3yJRwnNpRS2xv6ejOp/Ftr4UfPTZiNN0S5ctGI2YPQQAyEf1iZLRuR347SSSDxLAPrWOV2zRwUgWu3eTqlgA8Nw1mNPxX9zh+CPaKRFPZHKaslhgWSBt4ddDzHhRBLz+NF3I3LHZjncbwwCAmSOCeO7bp3K/fEYWi5qhDwdkWbfAJY0den9FAPju4sn48YXT8djXSy8AGdizvWILUf3njykv9M/00LZ3bAWep3mJ536Oj2ks1+KW1j4YIQa3SJIESBJiEuEb6QKyaCmLxzzmjArh/310Ou77wvz+dz5aMKsPzdQWkYwIZuhNClERg3KqtJ+YOJEP4OH9wflTIUvAtedM7nffAUFQTdkgVuZxQJIkc2WRrrK9oFUjpNLKIquGUhd068juISNIo8ZFsphNAbtWEKJopixOu7Dw+yIEf695o8vx+0/NIQR3+1KyfdK5Bp9FbdBnARVsQsxKDn2SaUC/sAAKyaKoMosuD6mI5jfIMBiy6PDo++lATE+uoFZdg0WPm5DFC2bXaUEuIszIohDgwjH2lJLNYKaqiJBew2tGviiRqxQi2UNeB/wuO/5++UJMrybELAknkop+QZZQXeYRqkay34/Z/7IFo3HJcSPxh8vm6bYXI4tlHvOFodsGnDS+Er//1ByMqvDi22dNwhdPGoNKnxNnTKnGk988mSsqhV8Okf8pjSwGyyowYRy1ahhVxKhAFsefTiro9Ldo/+TDwHVbgXN/AXzpGc1iItu0a5aO8Guayipo7E7AR0laHG5Mqw/i/310OvJu4mZgS3Tpy6lu+AeJ6qZoUmt4xZYfZb+s7Wcki3tfLWjuqbb3EQmTBU88k9cCbYz9mfv2hvXHdhbxaYWmGsdN/BS9TjtmjijjYyBbDAxkgTGk4H0iTP4fJrIYcDvw1VPHFRQ1KAZuNaCq7MJxJvMje+ZaN5IgutBo4KI/8Y/Pn0kW/Y++3YR39vbovsqCW8Rg0IRM7nk2FubbYqkcHMeCz+Lu3btx5plnDtXhPpD4yinjsHiGSRWOYwWC+gaAOAe//zR5LaiJqJgAeCuRclVhi0JMMwFJVBb7IYtGMmGCK0+bgPd+ci7OmFIiYnEwEFRTNoiVeRyAkoMjnyxsI314AxIhkqxMoLOIz+L0+iC+d+4U/PLimUPTXgZD2TEAwIqfAI9cAiz9nrnP4gwhuMjMod4lmPAY+vYDrRsASMDkc3U+izZjvj8AXlZH2WFiMisgi4acZaKCK5qizfwyB0MWjfv3k4gXACEM3HwdJv9NyOLEmgAmjy5h0hdQE3Bzn0UAOBA6HigbWbCfCEY4Iqmc5rNo5tvMHN5tAln0CISKKs0pOHkGAIYE3OYRqkbzo0micIAk3P7MCaNwy8dm4PefmoO5o0K6z02PDehyJOp+xmT2GVnuxbs/PBt//coCXQaJAjD1M9GjKWOuYEEZR45Yu0aOBtqnZNlUZSW/xUpLRnUkeUd7FD66wPzLFafjqatOhtthQ55WvpLzKT3xMwTZNKq1vLze3/OL8bsJfyMfsLx7DCyJtgHzwiQHciKd05JyG9Mz8bRYTFk0sR4ZYDRDi2D9tNpwv444WRTSfQEQgluGLm3OwcC4QFswzmQRy8bELhqhHmjQLWbOmFqDT8wbAVUFnlyrDxzkyqIwRidpvtFcQls0xTPHiBk6Fovh1VcLVzsWhhGYOsXUqtdvI2aeulnAjE9o+zncwJVvYs25/0WYOs37pZQ2+JhN0uJAJBc3QYsYUp8XQTVlQR0jQh4gGYbEnPpNyGKQ+v34bOSBLBYNLUkS/u+MiThzaomqEAcDZkYWzbNv30P+r/97YTQ0QMj6GKpkzflM4THFSFKGnbSiw6gFxIxtMOkY/edOkMmgZveaTKbGOqzlgrLoKSfHZ31ADHIxq+hyKGSRBST0B+PipghZcvtMFDcTX6gyrwN+v0Y4D4y6oN8msKoQYsSkafJ95sNk066VLoCEXkMzsqg6vLyahP4cDCShiLK4ZFY9fnXJbK6cG4NeivkspkxSrADFfRYH5KbD7tHul8l/2U7UvgIViR5r/SMkUwMw+D5l+vsaWXTYZL6Y2tXWC5dEJuSx9dVc7XF7A0iyBYTot5jRu9nsU2t1SmycmhN1BFNVtbKpBoxO74KiqKV9FsXFkaIMygxtVsWF9VMjuf+gKouDRUCo+OKyy5gzyuT5YkS3k+amNQkAnTea7MP8xhlEMzRD2k7ueV4gi7HUoQW4DPhu3nXXXSU/37/fJIrRwvACmzTYSrOVpAfBif9X6PsVrIe9zMn9cnwQlcV+BmP5CA8igGY2SoVxwthy/PGz8zB7RAhI7gMAqO4ySLqavZQsSmSQ9sh5QMGQOkoPCLyShKAs2pzEuR4wVxYB4HNPAM1vm1ZkMCWL+2k5tbE0lQwbeGk6B6/Tzp2rj/N24mfqw6SS2dzPFh7fOOnUzyFBLpIMXPxnmgPQSxYiugTwJv6ph0IW6+cM8DtGslioLAIwrYJTzNQ9srYS25tHwoM0eidc1G8TdFUeDCXBzNpW7czAgRxmSntR7hmrfU6vYUp1ImWIhpadRZQjWSb3g13/YmqasSl2G0JeBy85WIwcmHE/h00qGeDSL1gbO94n/+d9gTybNgcZx9giZOTxJOo3l9S2DTFZBMj9S8cyONAhKPlCfynzOtGNIEaiiyhezDXDkM6nSa3VlZPjQTJKFshlyDmmwpp/rc0F5NNQ62ZDatuEWnSjK55GIp0tboZmz7aqkHx+AzJDM2Uxr0vVAmgLyaqAvr8dUZ9FoISyeLTJonYdPjqnQZdRgsOoLJoo5Ey5NxL2VK7QDJ1xBIAkoCa1MT6aziFwCMrigO/mNddcg/r6ejid5pNlJjO4cHILxyCMyiJL0FvkYfM6bYhRP66gGtECGvoz/w11jq2BgPnuRQ5AkiRcOJu8z+0p4mdJCVWVPYWl31gE6S+0f9uGKC3OQMHJoqAsusu0VXO2CFl0erWqJ0bwSFKRLK4n/0ccp/0GQzKsUxbPc2+GPZElQRsfuaHw+CFD9GqgHrh6HVETZWrMcLhJ/xKVRbPo6EGTxZD2eqBkUacsSnozuQhh0t2gjEfjmE/ioiK/MbG2DOfv/hUcyOGvxjyUJuA+i8kcOqLk+TM1w9I2XDROwVk9P8bI7D5sVW0AZpDP6TVMG5I6A4BUggzoyeIAUxWBmB4ZWSxWhvT7503F+qbVukmuvswNWTr4iUun/vpqgLN/Ql5LErmfLKr+7FuAN+8Edr6o7X8YyKLfZUdXLIPOLkJQ8pIDNmFhGfI6SB1xqUvvl2vwrWxRqxH0OBBw2RFN53DilFHALvphJgbYK7QqJb4a4MvPA41vQAqNBh65BHVSD9r70vj/7d13eFRl9gfw752aSZv0Riq9EwhdqhQBERALoKu4qKur7OLi6i7rrqI/V+yFtayVVVfFXRVwFZFI74QSekkghEB671Pv7487986dmpkkkyk5n+fJA5m5M/MmNzNz5rzvOa9B2wwpw1qOlScPMgfULTUuZRZDRQUujVaZLbkpq+r1aWjrzCLfTN3LwaI4OPyNo20Erbs2hNkJFh0sBWgVbfXHMyi45wcj2rWnSdOxNYsun820tDS89NJLuPPOO+1en5ubi6wsHy7eIG3jp4r5N3ChQa/9TAsXLHJBSpTOlPlipG2/2VgXPHQFe4UigLBOjlVFwiIBYnrhURiaMTBOae7XZa+lhifZW7MoDhb5Tv/WwaIzotY53H00ARXnuP8nmYJFiRQIjuEyGI1lFsHiAJhehHtOMQd/YglDzP+XB9u0YbEYr73Ke1WkaElDB97YxeNwRvxBIbyH/fECFi11thpGQZpym8O77B0XCiMk0EBhkSlyRJxZ5LeNTIqwkwk0VUNHHHwZEaaLBkhFf9N6fs2iXNifmidVOgkWFcEQthJ2MA1vjzh75Cg4GNxDjRPPzMQz35/Gvw9ygQ7XsqnB7vEuEb/GzH7R8s1W3H4pdRxXXLTzRWDnGu6yTg0WuecQ/0aua20ElIBBHgJx/ihcJRf2EReKBgGLYLGeVUELLlDMXjkZuUW1mDkwHvg5iJtB0DZxgTAfLEakcttfxvYVdmNJZKpxqL4VUl0jwAAsGPsfElQRQEMLl4Xjp8KdtM4RZ7UarIKVWtOuIjFhXg4WxZnFlhrzus6MSV07DiujM6LQMzYEk/rEom+8g1kL6w+odjKLYVbN3/l9uu1NQ/PBIlpq8cf/nkCv2FDUNOug7Iq9obOysnD06FGHwSLDMBabjBM/ZJNZNL2oOZiWUimk5mlog+kTjCrScZXhkq+5dXbTVnfSgN0gyixacLTOUvyGKV5j1NVZUX7cTRVcd39Hj9+eYJHPLBYd5qakQhMs+zKGJ3LBYkMJghXmF7meBlOwmDjU/v3Hi4I0R+OVWy15AMwfUkIT2h8s1ol2cHDWY1FMfJyzDzKi30EdQpDhoMoXAPrEmQNLV4JFcZ/FYiFYtHNO7X1ws5OdbWGV0DCWjysLcrDdH2BuzA24vmMOLAMCZ7stSSWMxe+hh71A2B09srjz0W+WZUGXNf7DzJiHuObailC3gmGHhNY9pkps088WyreUslqyEKFSoJF1HCx+qJ+DnREL8cNvJkAiYZCgDsIstemDoiLEHCwClsEiz/Q6Ec40o7KqEoyuEVAArCLE/hpQVST3wbmlRtSM35VqaD3qWywDjkpTE27rXpxdPg0tbgl0/kfAqAfiBtnd77orqVVybH98ivODrF+rQm0LYcVLAVp1Bix4Zx+uVDXZrYY2mn4XxWVl+OaauSBG3oFsvssFLs899xzuuOMOh9cPHDgQBQUF7R4I8QHiNYssK9r+zP6La7BCJmQWzRc6eaPpNwtY/IXDnSw8KowPFi3X1jIt/B7CVuOWyswv+I2i3mhdPQ2tijKv8eSDVvH0Mc9RNswe/nzqW7kips8XcN/zU9A8YQq8RMgsKqBDguYKd7mjzJ34/NobK2AObj+bB1w2FcbxgWMot90ZAPeDxXhTNbqLRVQALM+9s2BRlFmsY0MctoQBuMwiL1zV9psm37i3olEjvPkmR9jJ9NgLFvngw2gUmvlyewtbZhZlKifBong6tN+cNsfLE1dAt1WYEi76fdkNhN2h7gH8qQBY+KHth9ObTBnExV+ZL1NFAstzgN/us58Nd5fVNHRyJPfayXcJYKyyuGqVXFiyYy9Y3GYcgUEDB2NwDzuzMnxmkK+IthcsKsPQKuGOm3jwN5jDHLK8rTXxlK0rmUXRFGh9q2WwyAf+I1IjMdrUFiY8SGZ/bZ4nCR0cas1dPMSFmb6Mf3/i2SlwEbZ01OhxrLAG50sbhEARsPywJjElBNSwbLmklrc/oedy6D9w4ECn18vlcqSlpTk9hvg4cWZR18J9MgMcZhaDRZlFgSvtSryBz9C11HAvjopgoOoSGNPOCay9cQepuRdoPhspkXV9ZlEi4YLW1lpuv1CWtdxwnudOEKsMBxeMscDpb82X973J8jihErsEadEjAQCZyhJIYeDOc7j9fWpdIq6O3/Ys0HO7qIVHCPc311rnfrA4fTV33kYsdf024nNv3eZHTJQtqoPzYDE6VIk/TO8LrcHguFegCD/FdLGUCyRCFFL7QaazYFFUTd4KBVqtqqGVzoLFRtEyh7gBbY6XF+xGlYplZjEIaHFysCscPRfH/hYYfrftchhHhUvtYRUspsdwQRnff1Rq9ZoZESxHjZPMotMPH/zfnbNgEUBTUDyCmi8juek0npBzTckdrlPln1fXj5r3cHexGprfrlEmYTBvWBL+PJvbCUcqYbD+wbH4+Uypza49XYIPgBvLzZXv/V3/4ONV/BaMPDvT0KFK7u+jUaPHyeu2H8KDRMF5mJo7v+LNEwAgsgOf0dzOE7e0tIBlWQQHc39YhYWF2LBhAwYOHIiZM2e2fyTE+8RrFoUXNMbh9IRSJkETYxUsujGF1aWC1NzPoTPtGStTAv8YYU6tOwoW668DVXnc9yGxbTfy9QQ+WNQ2mIJ4q6kEicy2MbYzEgkXMGrqgDLTThcL/mnbZkeUWfzz7P6Yl5mEwWWVwA/gsorOfhdJI4DiY/b3tAWENVYAzJlOIVgM4opnig66P4UUGgfMWuPebcR/s5Gdk1kEgBXT+zi9XowvcOHXgyVFqBzsXOIkWBRN6XOtc8xv2HpWAlWQk6nfG1YA+98Glqx3ecyA496K9oiD3x4RKlQ52JSowxjGrSKddrEKFjOsgkWJncxiET8Lw8/YiD741bKhNntoC4TMovU0tGVyxhiaCDRftriszWBx/z9sH8eOUFFT7gZTZnFSnxi8vijT4jiJhMHsIXb6kXYFPrNYfIz7NzgGiHOe5PIZqgjutcdJUQ6/FMBgZHHkSo3N9UrRNPSA1ATgAKAS7y8OIFLR/syi2/n4+fPn47PPPgMA1NbWYsyYMXjttdcwf/58vPfee+0eCPEB4syieArawbQNwzC27UR8NbPIMJbrFgsPWF5vL4PFv+FUmcoRvdXclQ9SNI32p3Wt++S5wnqNTNo42+Av3BwsKmQSZKZEQFZuCi7bKh65Yx23E8zS/9m/XlwRajAFv/zaO3kwsPhLbveMzihGaIv4MZxmFi3XLLqSMXSV9brGHpEOzqnTzCL3+2MlchghscgstkCJGGfbUE5bDTyRD/R17wP/Q5N7IlghxWJ7+zdbEa9v7PA0tLdZZxZN27mGMPbXLKpVcts1i9om4YNfrbNMtThYZFmHmcWwKDsbGNhr9wTYX8/rLLOosJ2GtrsbkDdZv1ZkTPTOh/v2ShBt6GDnw7/4g9mhy7YbGFhMQ5uWFPSLkmJkmvn3ou7KYPHYsWOYOJHrxfbNN98gPj4ehYWF+Oyzz9rsxUh8nHjNIl8J3UbPNaVCjmZWNAXqq5lFwBz81BfbbCvH2uuXJwSLpk/r3mrBIH6zsBsstmMdpWjLRoCxXTMDmDOLdde5QBUw7x/dVluayHTg7v8A6RPsX7/wQ/P/G7k9Uy3aAEkkLu300ymkoqDP2ZpF0bpQVzKL7rB+47VbCQ3YXz/MBx/834bp9yZes9gCJW7PcrKLjETSruducmQwjv1tBtYsbLvyXGcwv1ElhPt7sMgXuHCvI+kx3JtzCD+3bi9YtF6zaJqC1kKGFigtd+IRE09Dt9aZX7usdgUK0lTDhqMA0F6w6EKfRW4amgsWw30tWLSuKOZ7xvqLSU9w//adbfdqiYQRdsvhZyBGmBp1A5YFLvx5D2G0yBIHi3LLHpnucDtYbG5uRlgY96lq69atWLhwISQSCcaOHYvCwsJ2D4T4ALuZRefrfIIVUnPjWMDxdlu+gF9jV3/dsmoWcDGz6K1gUfxmUWsaiyiLIF4D5Srx9G5Yov1m43ywWHYKeCmN212gzMXMYlsGLwQePcz9v8lUQCT0e+uiIJGXMIRrrh0/xPnfu9Hcoyw0PErYlq0zWAeLDquFnWUWr3LZciaBq1IX7+ASGhqKaGfb53VAkFzq0q4r/BtbkjoIcmkn7p/uDVaZRb7HpDmzaBl4RQSbg0UD/0HcFCzWIxQA49o0NH+upUrbgpRJf3R8W2v2gkgX+iw2avTCDiJhLlT5dynrALj3dK8Mo90ShwF/OAPc9pHDQ8S7miVHqpARY/5QIl6zKPxt6FosPniGdmVmsXfv3ti4cSOKiorw888/C+sUy8vLER7eCS0JiPdYrFl0XgnNm9ovDiwj+iPtOcUzY+sM4q3zai2DRYcFLoA5mAn21jS06Y1JK5qGDhdlAg0a29u0RRwsOtq3OEy09sioB3I+NDUGDgKiXV+P5xAffLfWAY0VLu1R6xGKEGDFSeA3O5wfF91L+O/Pj9/YqQFPiEJmMWPWM8bBm7w4WOQ/MPABBF9V3nMKvv3tOPz9zpHCocHKLq7ityM6VImcp6bjl8ft7Crkb6yCRV5PxrQQ0+o5FaqUoQncG7ihxTJYrGW5c+3SNDTf1sxe94OMSVg//ker2zqYhtbbec1wUg0dG6aEQiZBs9aATSe4n9GVKv8upQzndoqSyIA7Pwci/bDgVp1ssTbamrgdUVp0MCJFHzAsWlfJzcFiotr8txIq7cLM4tNPP40//vGPSE9Px5gxYzBu3DgAXJZx+PDh7R4I8QHizKKL09Cr5w1CHETTH/GDPDS4TsA3uG4qt80s2puCs14k7601i/ybhXjNYpC6Y5nOGFGwaL3jCs96av6aaUvAuIHuFdQ4ooo0t7h5tTcXjAJdHywC3At0W5Xu6mTg/l+A5Uc7d99ycFNM4ja1k/o6OLfiYJF/MzSYuhfwTYh7TkZWWhRmDxNNqTsqNOpisWFKhzu9+BU7weLiUSkYyJhm16x6kDIMA9Z0G9Yqs1jDB4ttZhYbzet6HfRVnTd5tNVtHQSAmXebG/Dz2qiGvn8C9/fET0OHdXXT7bYwDPDwHuAPZ4GB87w9Go8Qr/tNCFchUlR1rlKIp6H5JWVNFpnFEGn7d3Bx+xXk9ttvx9WrV3HkyBFs2bJFuHzatGl444032j0Q4gPEaxb5F0F3GthGpPn2gmI+uGost8ksOqyGtnf7rma9ZgngplzcaHFiQ5xZdFREIpFYZhD5KsOOTkHzGMZuP7F2Fex0lZRRQEzvto/rgPhwpeNgVBwsirPLVw9ySxQUYeYgQBzQ+0iwGDDsBIvPzU5HT4mpBVGC7Zpehg8W+RY4piUldWwIpBLGcfAlPP+bHG/vaRKsVFhmEx1NQ4fFc5n0kfebL3MSLALAI1N6WbTE8bkCF4D70G9nq7xAIS5ySVQHIVJUZGcxDc0Hi0Y9eoRxtxnEFCDi+s52P3a7XkESEhIwfPhwSERVsqNHj0b//v3bPRDiA9qxZhEA1wQ3LAm46z+eG1tn4NdT1l0Xtv0zZN2P0z2W2C8S8ZlgUTQNxfdYDFIDc9/kgoMJf3D/PsWZVHt7MvPu+hroPcPyMtF0bIfZ+52602A8gEhMn7PuHZfu+CBxICAPNr/Bl5/l/o3taz/rS8Fi5+JfG3TNwvNHUXkWDFhu+Uao7d+1xDRLIxGCRe41tt5UCe1w3ad4ZkHvwlINi78RJ1s8ApYfOJxMQwPcGkU+uwh4YYcWYvE7T1AHISrEnI1WWkxDm897pEKP1wdewo/KpyBtFm0w4SZ6BSFmwprFVpenoQEA4x4BHj8HxPn4hwUhWLwKgAVkQTDe9CIuxdmvPrOprvNWsCjOYvAFLkFqLmj7cyHXiLo9+AzUUPtbeALgHmPQAsvLOtKM25q9zGIbGY5A9d0jN+Bvcwfit5OdBOPiQiSp3Py3wbdTcZgl7uLdNAJdUIT575TfFar0FPdvgv1tMGUqLsCU6UzN9U1ZyUZWhQhnlfXC61aRea2hs+09xR/wnVQ4A7AMFtsKLAHcM868DjDBWSsm4hHiaehEdZBF+y6LamipHOBrCRorsPDqCx1+bPpoQMyEzGKrywUufsU6MFEnO582t9772BvbFAKW01CsaYEyn9noSBBw70ag6pLtNn/WrIPkzgwWjXbW0Lizz3UAyUyJQGZKhOs3kCq4wKCxzLyswlGwSJnFzsUwXJ/DivNcoB7dCyg1tZVysExDEcI9ZyWs3vQaawoWoXK8XhEwrwMvPW3uGOA0WHRhGponXn7TRmYR4PqBfvvQGGzcth994p3sCEQ8IkS0Y1KCVVcBi2CRYbgPM9oG4Moey/3j24leQYiZTJRZDMRgURlm+SLrrAEzwPUKFPcj9Po0dCPQbCom6oxm1UHqtgNFwLawR5yN6CirvboBdNvMotskosxinSmzaJ0N51Gw2PnUpsIwPqtbbdp9w8GuQ6qQMBhZ04dTTQP3Rg4us+i0Z2dMX+6DgbaBa18FOF+q4cqaRZ74ue3i825oshojY9vfgoW0n0JqDggT1SqLNYsK6+4MfPBfsKtTHpteQYgZn1k06s1BiSvT0P7CuqDClQKR1HHm/7f1wuspSlFmkW/j05X9LK2DZHFLnY4a96jtZd10zaLLkk0Vr5l3iaah28gs0jR05+O7CPCdFWqucP9Gpts9XB2sRKOw5V+DKLMY5HwaWioHYk1LfK6ZepM6KwJzZxo6aTjQcyowdDH9jfiBJlMzbgCIDJZb9ObU6K1mafhlZUJLrakdemwKFomZMtzcyqQyz3xZIBEHWa7sG3rDCgAMkOZgJ5KuwGcKNA3m3U66MlgMtso+2Gvg3V6ZvwLuz7bMiPlyNbQvuO8Hrnlv4lDz85Nfy0rT0F1HyCwWAXotUHeN+95BsBhusYtLveWaxba2juSntq/lcP92VmZRIuWWoyx83/lxxCc0aHTC/xmGsZiGtumgwGeKW0yJnxH3dOixac0iMZPKuKnZygtAo6kFhL1t8PyZeOeTWBcKcmL6cHsUO2mU6nHi1jmNfGbRTmGIxx5fND3VVi9Cd0kkQMpoLlvJBzze6LPoT2RKc9Nn624F9rZxAyhY9AR+b+a6IlN2keXeoB0sV4kIVqCJVQEMuK4Gpi00G6FCSltbR8ab9g029WZ0ec2iC0UrxH/E29km841Fw5BX1mixBzQAy9dRiRzod3OHHpuCRWIpth8XLPLiXci++SsHa4tshHfitGt78NmBhlJuPSlgGfR2JWknZhXFxEEOBYuus96hw1Fm0boNFOk48ZrFGtN6xch0h0VzFvtDf75AuLwBwW3vM27drqqzqqGJX1kxrQ+qm7QW+7zfOtzBDlziNajhSYA8CGxYEoAL9o9vA33cJJbEAVR0b9f6LPqTFtFuM/4SlIi3+wO43oouVC56hMeCRVGQ4y/nxRfYZBatgsX573AZ9Nkvd92Yugt+zWJ9MddVAHA4BQ1w+0PvNtq21WligxzvC82zPs9O+yxSsBioIoIVeGvxcEzs40KxpThYNGW79Uu3ODi4bRQsEkvibeASbXch8Ht9Z3H/OnlR9znW2aOunIK2Fu2h3UvEP2M3bZ3TLtZTntbV0MN/BTx6CIjKAOlkoQncPsSsASg6xF0W4Xg/YrVKjjf0t+MLzLG4vBGqtoNF69cAe5sI8NxpnUMCl/gDBf86EdT+5A9NQxNLsX3N/0/M9NowPGbsb7knTq+OVYZ1KesX/K4sbuHd/Q2wfy0wb61n7l/85ketc1wnfr4CndNSibhGIuGC8+ZKoOQEd5mzzKJpqjlPFwuIYsMGVgW1qo2MvXVm0VkRmDsFLiRwWWQWYxwf5yIKFokl8V7AbfUh9EcyJTD8bm+Pwj3yYHCr4k29zexsJeZxfWZwX54iziY6y5oQSzFW624dFbgQz1CGccFi9WXueyc9SMNNwWIFa7l+tMmVzKLNNLQLBS6MhLL03ZnCdhq6I2gamlhSBAPDlnBbwfW60dujIQCXwRBnCLyRWfQ0cYDobFcdYklttbidAu2uxfeh5XdWchKsB8mlCJJLUAVzOzIjy6AZyrYLXNzJLPLHykPoudSd2ZuG7gDKLBJbt/7T2yMg1hSh5gIXb65Z9BTKgLQPw8Ai60y6lnUf2jaqziNUClQ0mI/hqqOZtoNFmZJrf2LUmb93hC9w8VYRHPENdgpcOoIyi4T4g9Sx5v97q22OJ1Gw2H6BmGn2F24Gi2qVHFWs+TYayBCqlFk0V3b8WKLsorNq6ITBXBPvIXe0fZ8kcHXymkUKFgnxB/PWAj1GAmC4LboCTZ/p3L+0e4v7+ObQpOtZb4faRrAYHapAHcxLSpTQtZ1VFA52sWOAIgR4eC9w099du18SmDo5s0jT0IT4gyA1cP9WoLkqMKehk4YDv9kJhDtoMEscm7cW+GQWMPFxb4+k+7HOLLaxPercoUnYf6lK+D4I2raLW+zdN/UiJW0Rb8tKwSIh3YhEGpiBIi8QM6ZdIW4A8KcrVMzgDeLMojKce446cVtWD7y17SKg5b5XMAbXM4sWvUipkIm0Qa8x/78Ttu31m2nompoa3HPPPVCr1VCr1bjnnntQW1vr9DYsy2L16tVISkqCSqXClClTcObMGYtjpkyZAoZhLL4WL17swZ+EEEI6GQWK3iFeR+jClopKmRSzBiVYXBYZ7OKuSOLHouUapC3aJvP/pR3PC/pNsHjXXXchNzcXW7ZswZYtW5Cbm4t77rnH6W1efvllvP7663j77beRk5ODhIQEzJgxAw0NDRbHPfjggygpKRG+3n//fU/+KIQQQgKBeGrYxf23U6Isq5STI10M/MRrFp31WSQEMO9d3kn8Yhr63Llz2LJlCw4ePIgxY8YAAD788EOMGzcOFy5cQL9+/Wxuw7Is3nzzTTz11FNYuHAhAODTTz9FfHw8vvzySzz00EPCscHBwUhISLC5D0IIIcShIPeDxR4RKpw2pmOw5ArOGVNsgkeHaEtM4o7BC4GqfCD9hk65O78IFg8cOAC1Wi0EigAwduxYqNVq7N+/326wWFBQgNLSUsycOVO4TKlUYvLkydi/f79FsPjFF1/g3//+N+Lj4zF79mw888wzCAtzvIeiRqOBRmNeD1BfXw8A0Ol00Ol0HfpZSdfizxedN/9D585/Bcq5Y6TBwpuoUREGgws/T0KYAg9qH8f9ss34l+EmPBeucOn3IJGHgF8RqYMM8NLvLlDOXbcw4Y/cv51wzvwiWCwtLUVcnO3C/ri4OJSWljq8DQDEx1v2IIuPj0dhYaHw/d13342MjAwkJCTg9OnTWLVqFU6cOIHs7GyH41mzZg2effZZm8t37NiB4GBqhOqPnJ1v4tvo3Pkvfz93kY15mGT6/7WqBhzfvLnN2zTqgBJE43k9t4zq0snDaMhr+7H6l5SAT4v8snMvtHLnldee5u/nrjtqbm5u9229GiyuXr3abtAllpOTAwBg7CzgZlnW7uVi1tdb3+bBBx8U/j948GD06dMHI0eOxLFjxzBixAi797lq1SqsXLlS+L6+vh4pKSmYOnUqoqM7XnVEuo5Op0N2djZmzJgBudzFqkTiE+jc+a+AOXcV54G8/wMA9Og1CIkz57R5E5Zl8feT29GsNYBhgLvmz4JC1nb5gGTPWaB0EwBg+uy5ltPSXShgzl03VFVV1fZBDng1WFy+fHmblcfp6ek4efIkysrKbK6rqKiwyRzy+DWIpaWlSExMFC4vLy93eBsAGDFiBORyOfLy8hwGi0qlEkqlbesCuVxOTx4/RefOf9G5819+f+5CIoX/SoMjIXXxZ+kRoUJeeSOS1CqEqFxsgyM3HycPCuuUCteO8Ptz1w115Hx59a8tJiYGMTFtb0Mzbtw41NXV4fDhwxg9ejQA4NChQ6irq8P48ePt3oafWs7Ozsbw4Vz/Nq1Wi127duGll15y+FhnzpyBTqezCDAJIYQQG+2ohgaAHpFcsJgS5UYLHKnojd7LgSLpfvyidc6AAQMwa9YsPPjggzh48CAOHjyIBx98EHPnzrUobunfvz82bNgAgJt+fuyxx/DCCy9gw4YNOH36NO677z4EBwfjrrvuAgBcunQJzz33HI4cOYIrV65g8+bNuOOOOzB8+HDccEPnVBARQggJUIpQAKZlTW4Ei3y7nJRIN9a4SyiLR7zHbz6efPHFF/j9738vVDfPmzcPb7/9tsUxFy5cQF1dnfD9k08+iZaWFjzyyCOoqanBmDFjsHXrVqHSWaFQYNu2bXjrrbfQ2NiIlJQU3HzzzXjmmWcglTrvxE8IIaSbk0i4ZtmaereCxblDk3DgUhXmZSa58Vj0nkS8x2+CxaioKPz73/92egzLshbfMwyD1atXY/Xq1XaPT0lJwa5duzpriIQQQrobZTgXLLaxL7TY2J7R2Pb4FPcep/c07t9O2LqNEHf5TbBICCGE+JyhdwIXf/b83uZRPYEVJ4HgKM8+DiF2ULBICCGEtNf0Z7ivrhCZ1jWPQ4gVvyhwIYQQQggh3kHBIiGEEEIIcYiCRUIIIYQQ4hAFi4QQQgghxCEKFgkhhBBCiEMULBJCCCGEEIcoWCSEEEIIIQ5RsEgIIYQQQhyiYJEQQgghhDhEwSIhhBBCCHGIgkVCCCGEEOIQBYuEEEIIIcQhChYJIYQQQohDFCwSQgghhBCHKFgkhBBCCCEOUbBICCGEEEIcomCREEIIIYQ4RMEiIYQQQghxiIJFQgghhBDiEAWLhBBCCCHEIQoWCSGEEEKIQxQsEkIIIYQQhyhYJIQQQgghDlGwSAghhBBCHKJgkRBCCCGEOETBIiGEEEIIcYiCRUIIIYQQ4pDM2wMIBCzLAgAaGhogl8u9PBriDp1Oh+bmZtTX19O58zN07vwXnTv/RefOfzU0NAAwxyzuoGCxE1RVVQEAMjIyvDwSQgghhBDHqqqqoFar3boNBYudICoqCgBw9epVt08A8a76+nqkpKSgqKgI4eHh3h4OcQOdO/9F585/0bnzX3V1dUhNTRViFndQsNgJJBJu6adaraYnj58KDw+nc+en6Nz5Lzp3/ovOnf/iYxa3buOBcRBCCCGEkABBwSIhhBBCCHGIgsVOoFQq8cwzz0CpVHp7KMRNdO78F507/0Xnzn/RufNfHTl3DNueGmpCCCGEENItUGaREEIIIYQ4RMEiIYQQQghxiIJFQgghhBDiEAWLhBBCCCHEIQoWO+jdd99FRkYGgoKCkJWVhT179nh7SMQFu3fvxi233IKkpCQwDIONGzd6e0jERWvWrMGoUaMQFhaGuLg4LFiwABcuXPD2sIgL3nvvPQwdOlRo6Dxu3Dj89NNP3h4WcdOaNWvAMAwee+wxbw+FuGD16tVgGMbiKyEhwa37oGCxA77++ms89thjeOqpp3D8+HFMnDgRs2fPxtWrV709NNKGpqYmDBs2DG+//ba3h0LctGvXLjz66KM4ePAgsrOzodfrMXPmTDQ1NXl7aKQNycnJePHFF3HkyBEcOXIEN954I+bPn48zZ854e2jERTk5Ofjggw8wdOhQbw+FuGHQoEEoKSkRvk6dOuXW7al1TgeMGTMGI0aMwHvvvSdcNmDAACxYsABr1qzx4siIOxiGwYYNG7BgwQJvD4W0Q0VFBeLi4rBr1y5MmjTJ28MhboqKisIrr7yC+++/39tDIW1obGzEiBEj8O677+L5559HZmYm3nzzTW8Pi7Rh9erV2LhxI3Jzc9t9H5RZbCetVoujR49i5syZFpfPnDkT+/fv99KoCOl+6urqAHBBB/EfBoMB69evR1NTE8aNG+ft4RAXPProo7j55psxffp0bw+FuCkvLw9JSUnIyMjA4sWLcfnyZbduL/PQuAJeZWUlDAYD4uPjLS6Pj49HaWmpl0ZFSPfCsixWrlyJCRMmYPDgwd4eDnHBqVOnMG7cOLS2tiI0NBQbNmzAwIEDvT0s0ob169fj2LFjyMnJ8fZQiJvGjBmDzz77DH379kVZWRmef/55jB8/HmfOnEF0dLRL90HBYgcxDGPxPcuyNpcRQjxj+fLlOHnyJPbu3evtoRAX9evXD7m5uaitrcW3336LpUuXYteuXRQw+rCioiKsWLECW7duRVBQkLeHQ9w0e/Zs4f9DhgzBuHHj0KtXL3z66adYuXKlS/dBwWI7xcTEQCqV2mQRy8vLbbKNhJDO97vf/Q7ff/89du/ejeTkZG8Ph7hIoVCgd+/eAICRI0ciJycHb731Ft5//30vj4w4cvToUZSXlyMrK0u4zGAwYPfu3Xj77beh0WgglUq9OELijpCQEAwZMgR5eXku34bWLLaTQqFAVlYWsrOzLS7Pzs7G+PHjvTQqQgIfy7JYvnw5vvvuO2zfvh0ZGRneHhLpAJZlodFovD0M4sS0adNw6tQp5ObmCl8jR47E3XffjdzcXAoU/YxGo8G5c+eQmJjo8m0os9gBK1euxD333IORI0di3Lhx+OCDD3D16lU8/PDD3h4aaUNjYyPy8/OF7wsKCpCbm4uoqCikpqZ6cWSkLY8++ii+/PJLbNq0CWFhYUJ2X61WQ6VSeXl0xJm//OUvmD17NlJSUtDQ0ID169dj586d2LJli7eHRpwICwuzWRMcEhKC6OhoWivsB/74xz/illtuQWpqKsrLy/H888+jvr4eS5cudfk+KFjsgEWLFqGqqgrPPfccSkpKMHjwYGzevBlpaWneHhppw5EjRzB16lThe37dxtKlS/Gvf/3LS6MiruBbVU2ZMsXi8nXr1uG+++7r+gERl5WVleGee+5BSUkJ1Go1hg4dii1btmDGjBneHhohAevatWtYsmQJKisrERsbi7Fjx+LgwYNuxSrUZ5EQQgghhDhEaxYJIYQQQohDFCwSQgghhBCHKFgkhBBCCCEOUbBICCGEEEIcomCREEIIIYQ4RMEiIYQQQghxiIJFQgghhBDiEAWLhBBCCCHEIQoWCSGkk6xevRqZmZlee/y//e1v+M1vfuPSsX/84x/x+9//3sMjIoQEAtrBhRBCXMAwjNPrly5dirfffhsajQbR0dFdNCqzsrIy9OnTBydPnkR6enqbx5eXl6NXr144efIkMjIyPD9AQojfomCREEJcUFpaKvz/66+/xtNPP40LFy4Il6lUKqjVam8MDQDwwgsvYNeuXfj5559dvs1tt92G3r1746WXXvLgyAgh/o6moQkhxAUJCQnCl1qtBsMwNpdZT0Pfd999WLBgAV544QXEx8cjIiICzz77LPR6PZ544glERUUhOTkZn3zyicVjXb9+HYsWLUJkZCSio6Mxf/58XLlyxen41q9fj3nz5llc9s0332DIkCFQqVSIjo7G9OnT0dTUJFw/b948fPXVVx3+3RBCAhsFi4QQ4kHbt29HcXExdu/ejddffx2rV6/G3LlzERkZiUOHDuHhhx/Gww8/jKKiIgBAc3Mzpk6ditDQUOzevRt79+5FaGgoZs2aBa1Wa/cxampqcPr0aYwcOVK4rKSkBEuWLMGyZctw7tw57Ny5EwsXLoR4Mmn06NEoKipCYWGhZ38JhBC/RsEiIYR4UFRUFNauXYt+/fph2bJl6NevH5qbm/GXv/wFffr0wapVq6BQKLBv3z4AXIZQIpHgo48+wpAhQzBgwACsW7cOV69exc6dO+0+RmFhIViWRVJSknBZSUkJ9Ho9Fi5ciPT0dAwZMgSPPPIIQkNDhWN69OgBAG1mLQkh3ZvM2wMghJBANmjQIEgk5s/l8fHxGDx4sPC9VCpFdHQ0ysvLAQBHjx5Ffn4+wsLCLO6ntbUVly5dsvsYLS0tAICgoCDhsmHDhmHatGkYMmQIbrrpJsycORO33347IiMjhWNUKhUALptJCCGOULBICCEeJJfLLb5nGMbuZUajEQBgNBqRlZWFL774wua+YmNj7T5GTEwMAG46mj9GKpUiOzsb+/fvx9atW/GPf/wDTz31FA4dOiRUP1dXVzu9X0IIAWgamhBCfMqIESOQl5eHuLg49O7d2+LLUbV1r169EB4ejrNnz1pczjAMbrjhBjz77LM4fvw4FAoFNmzYIFx/+vRpyOVyDBo0yKM/EyHEv1GwSAghPuTuu+9GTEwM5s+fjz179qCgoAC7du3CihUrcO3aNbu3kUgkmD59Ovbu3StcdujQIbzwwgs4cuQIrl69iu+++w4VFRUYMGCAcMyePXswceJEYTqaEELsoWCREEJ8SHBwMHbv3o3U1FQsXLgQAwYMwLJly9DS0oLw8HCHt/vNb36D9evXC9PZ4eHh2L17N+bMmYO+ffvir3/9K1577TXMnj1buM1XX32FBx980OM/EyHEv1FTbkIICQAsy2Ls2LF47LHHsGTJkjaP//HHH/HEE0/g5MmTkMlo+TohxDHKLBJCSABgGAYffPAB9Hq9S8c3NTVh3bp1FCgSQtpEmUVCCCGEEOIQZRYJIYQQQohDFCwSQgghhBCHKFgkhBBCCCEOUbBICCGEEEIcomCREEIIIYQ4RMEiIYQQQghxiBpsdQKj0Yji4mKEhYWBYRhvD4cQQgghxALLsmhoaEBSUhIkEvdyhRQsdoLi4mKkpKR4exiEEEIIIU4VFRUhOTnZrdtQsNgJwsLCAHAnwNnerR2h0+mwdetWzJw5E3K53COPQdxD58T30DnxPXROfA+dE9/TFeekvr4eKSkpQsziDgoWOwE/9RweHu7RYDE4OBjh4eH05PYRdE58D50T30PnxPfQOfE9XXlO2rNcjgpcCCGEEEKIQ90iWNRoNMjMzATDMMjNzbW4bsWKFcjKyoJSqURmZqZXxkcIIYQQ4qu6RbD45JNPIikpye51LMti2bJlWLRoURePihBCCCHE9wX8msWffvoJW7duxbfffouffvrJ5vq1a9cCACoqKnDy5MmuHh4hhBBCiE8L6GCxrKwMDz74IDZu3Ijg4OBOu1+NRgONRiN8X19fD4BboKrT6TrtccT4+/XU/RP36XQ6sCxwvLAKfRPUCFEG9NPJL9DzxPfQOfE9dE58T1eck47cd8C+u7Esi/vuuw8PP/wwRo4ciStXrnTafa9ZswbPPvuszeVbt27t1KDUnuzsbI/eP3GdkQW+LZBg78GjGBVjxK/6GL09JGJCzxPfQ+fE99A58T2ePCfNzc3tvq3fBYurV6+2G6iJ5eTkYP/+/aivr8eqVas6fQyrVq3CypUrhe/53kUzZ870aOuc7OxszJgxg1od+AC9wYhVG05jb1kpAKBZocacOeO8PCpCzxPfQ+fE99A58T1dcU74WdD28Ltgcfny5Vi8eLHTY9LT0/H888/j4MGDUCqVFteNHDkSd999Nz799NN2j0GpVNrcLwDI5XKPP/G64jGIc1q9EY9/exKbT5UKl9U06ei8+BB6nvgeOie+h86J7/HkOenI/fpdsBgTE4OYmJg2j1u7di2ef/554fvi4mLcdNNN+PrrrzFmzBhPDpEEMIORxcP/Port58shlzK4OVmPjYVSVDVpwbIs7Q1OCCEk4PhdsOiq1NRUi+9DQ0MBAL169bLYEzE/Px+NjY0oLS1FS0uL0Idx4MCBUCgUXTZe4h/25Vdi+/lyBMkleHdJJirPH8bGQkCjN6JJa0AoFbkQQggJMN3+ne2BBx7Arl27hO+HDx8OACgoKEB6erqXRkV8VXFtCwBgfK8YTOwTgx8vAkqZBBq9EdWNWgoWCSGEBJxu886Wnp4OlmVtLt+5c2fXD4b4raomLQAgOoTLOjMM9//iulZUNWmQGu3ZanhCCCGkq3WLHVwI6SxVjVywGBVqXqIQZQocq02BJCGEEBJIKFgkxA1VTVwz9pgQczV8VIjcdB0Fi4QQQgIPBYuEuIHPHkaLM4vB3P/5rCMhhBASSChYJMQNlfw0dIi9aWiN3dsQQggh/oyCRULcwAeEMaHiaWhTZpGmoQkhhAQgChYJcRHLssJUczQVuBBCCOkmKFgkxEX1LXrojVz7JctpaK7AhYJFQgghgYiCRUJcxFdChyllUMqkwuXCNDQVuBBCCAlAFCwS4iJ+TaK4xyIgXrNIBS6EEEICDwWLhLioqpELBqNDLINF/vtWnRHNWn2Xj4sQQgjxJAoWCXGRsNWfqBIaAEIUUihk3FOJpqIJIYQEGgoWCXGRUAltlVlkGEa4jIpcCCGEBBoKFglxkTANbbVmEaD2OYQQQgIXBYuEuEiYhg5R2lzHB4uVjVTkQgghJLBQsEiIi+w15ObxO7pQZpEQQkigoWCREBdVu5BZpGCREEJIoKFgkRAX8X0Una1ZpP2hCSGEBBoKFglxgdHIijKLtsEiVUMTQggJVBQsBqjyhlahepd0XG2LDqZtoRFpL1g0rVmk3zkhhJBAQ8FiAKpp0mLWm3twyz/2Qmcwens4AYEPAiOC5ZBLbZ82NA1NCCEkUFGwGIC+OXoN1U1aFNe1Iq+s0dvDCQiVpkroKDtZRYCmoQkhhAQuChYDjNHI4otDhcL3p6/XeXE0gYMPAmPsVEIDQJSp6KVZa0CrztBl4yKEEEI8jYLFALPvUiWuVDUL358upmCxMzirhAaAMKUMciljOpayi4QQQgIHBYsB5vMDXFaxR4QKAHCKMoudoq1paG5/aFNj7kYKFgkhhAQOChYDSEldC345VwYA+NvcgQCAcyX10FORS4dVC5lF+9PQgGjLvyaqiCaEEBI4KFgMIF8dugojC4ztGYWZA+MRopCiVWdEfgUVuXQUv9VfjINpaMA8RU2ZRUIIIYGEgsUAoTMY8VVOEQDgV2PTIJEwGJSkBgCcvl7vzaEFBH4doqNpaPF1VBFNCCEkkFCwGCC2nilDRYMGMaFKzByYAAAY3IMPFmndYkfxfRbt7QvNo16LhBBCAhEFiwHi84NXAABLRqdAIeNO65DkcABU5NIZ+ADQ2TR0jGk9YzWtWSSEEBJAKFgMAN8evYaDl6shlTBYPDpVuHyIKbN4trgeBn6vOuI2vcGI2mYdANemoatozSIhhJAAQsGin7tc0Yi/bToNAHhsWh+hZQ4AZMSEIlghRYvOgMtU5NJu1c1c8CdhgIhgF4JFmoYmhBASQChY9GMavQHLvzyOZq0BY3tG4ZGpvS2ul0oYDEz0/FT0tZpm/HCyGA2tOo89hjdViXosSiWMw+Noyz9CCCGBSObtAZD2W7P5PM6W1CMqRIG3Fg+3G8gM7qHGkcIanLpeh4UjkgFwldOvbb2InrEhuHNkSrseO6+sAT+dLsXPZ0pxppirtp41KAH/vCer/T+Qj6p2oRJafD0Fi4QQQgIJBYt+KvtsGf61/woA4NU7hiI+PMjucfy6xTOi9jkf7y3AP3ddAgDEhwdhct9Ytx5718UKLP3ksPC9hAFYAFvOlOL09TqhCjtQVLpQCQ2YG3Y3avTQ6A1QyqQeHxshhBDiaTQN7adWf38GAPDAhAzc2D/e4XFDkk3BYnEdjEYWRdXNePOXi8L1K7/ORVl9q1uPvc20S8ygpHC8fPtQ5Dw1HfOGJQEA3vwlz6378gf8NLSjfaF54UHm/aEpu0gIISRQBHSwmJ6eDoZhLL7+/Oc/WxyzYsUKZGVlQalUIjMz0zsDdVOrzoDrtS0AgOU39nZ6bM+YEATJJWjSGnC5sgl/3XgarTojRmdEYWBiOKqatPj9V8fdqpY+cqUGAPDbKb1w58gURIcq8ftpfSBhgF/OleHUtcBq1cMHftFtTEMzDIPIYKqIJoQQElgCOlgEgOeeew4lJSXC11//+leL61mWxbJly7Bo0SIvjdB9/LSoQiqBWiV3eqxMKhGKXF7ech67LlZAIZXghVuH4J27RyBEIcWhgmq8tc21jGCjRo/zpdyU9si0KOHyXrGhmJ/ZAwAsMpeBoMqFfaF5VBFNCCEk0AT8msWwsDAkJCQ4vH7t2rUAgIqKCpw8edKl+9RoNNBozI2X6+u54Emn00Gn80xFMH+/Op0OJTVNALhpUb1e3+ZtByWG4djVWmw9y00fPzQpHWmRXODzf/MHYuV/T+Ef2/OQlRKO8b2ind7XkYIqGFmgR0QQooOlFj/vbyelY1PudWw7X46jBZUYmhwYaxcrG7hzrQ6y/HnF54QXFcwF7xV1zR77WyCO2TsnxLvonPgeOie+pyvOSUfum2FZNmC7Naenp0Oj0UCr1SIlJQV33HEHnnjiCSgUttOJq1evxsaNG5Gbm9vm/a5evRrPPvuszeVffvklgoODO2PoTp2qZvDRBSlSQ1g8PtTQ5vGHyhl8eYkrtogLYvHkMAPkopzy+ksSHCiXIDaIxVOZBjCOu8PgpyIGW65JkRVjxL19jDbX/ztfgpwKCQZGGPHQANvr/dGbp6UoaGCwrK8Bw6KdP10+vSjBsSoJFqQZMDUpYJ9ahBBC/ExzczPuuusu1NXVITw83K3bBnRmccWKFRgxYgQiIyNx+PBhrFq1CgUFBfjoo486dL+rVq3CypUrhe/r6+uRkpKCmTNnun0CXKXT6ZCdnY0ZM2agPrcMuHAWvZJjMWfOiDZv27usAV++fQAA8NqSURjbM8ri+skaPca/vAsVrQYkDB6HrLRIh/f1n38dBVCFW8YOxJwxqTbXD6pqxk1r9+FsrQRJQ8YiMyXCrZ/TF71+YS+AZsyYNBYjRb8b8TmRy7mM4lH2PI5VXUVCWm/MmdHHSyPuvuydE+JddE58D50T39MV54SfBW0PvwsWHWX1xHJycjBy5Ej84Q9/EC4bOnQoIiMjcfvtt+Oll15CdLTz6VZnlEollErb9WtyudzjTzy5XI6aFm7qOT5c5dLjDewRicdn9EVkiAIT+9lWTkfI5Zg9OBHfHruGTSfLMLZ3nN37MRhZnDAVr4zuGWv3sXsnqDF/WBK+O34dP54ux6ie7rXl8UX8Di5x6mC7P7P4vMeGcS2Mapr19CLsRV3xXCTuoXPie+ic+B5PnpOO3K/fBYvLly/H4sWLnR6Tnp5u9/KxY8cCAPLz8zsULHpbhWkNXYwLBRcAV6X7u2nOs1y3ZfXAt8eu4YeTxXjmloEIktv2CDxfWo9GjR5hShn6JYQ5vK9hKRH47vh1lDe415LHF2n0BjS0csF5TBt9FgFzEQxfFEMIIYT4O78LFmNiYhATE9Ou2x4/fhwAkJiY2JlD6nJ8NXRsmGvBoivGZkQjSR2E4rpW/HKuDHOHJtkcc7SQa5mTmRrhdNs7Pojlg1p/xrfNkUkYhKvafrrwvRgrqXUOIYSQAOF3waKrDhw4gIMHD2Lq1KlQq9XIycnBH/7wB8ybNw+pqea1dvn5+WhsbERpaSlaWlqEApeBAwfaLYTxBe5mFl0hkTC4dUQPvLPjEr47dt1usMj3VxS3zLGHD2IDIWAS7wvNOKv8MYmhzCIhhJAAE7DBolKpxNdff41nn30WGo0GaWlpePDBB/Hkk09aHPfAAw9g165dwvfDhw8HABQUFDiczvY2T2QWAWDhiGS8s+MSdl2sQEWDxub++cziyHTHBTAAEGPKrgVCZvFaDdf8PEFtfztFa/zPXtng/4EyIYQQAgRwsDhixAgcPHiwzeN27tzp+cF0MnNmsXMzn71iQ5GZEoHcolpsyr2OByb2FK4rqWvB9doWSCVMmxXOfJDZqNGjRWuASuG/eyTnlzcAAHrHhbp0PJ9ZbNEZ0KTRI0QZsE8xQggh3UTA7+ASaJq1ejRpud6KnZ1ZBIDbRnC7sHx37LrF5XxWcUBiWJsBUKhSBqWM+9Pis6D+Kq+8EQDQJ85xQY9YiFIGlak4yN9/dkIIIQSgYNHv8OsAlTIJQj2QtbplWBLkUgZnS+pxrsTck8nV9YoAV33NB7Llfj4VnVfGB4uuZRYBKnIhhBASWChY9DN8wUVsmNKlggt3RQQrMK0/14vx7R35QjUwn1l01rBbzFzk4r/BosHI4lIFFyy6Og0NmKei/flnJ4QQQni0oMrPVDR2fiW0tUWjU7DlTCl+PFmC7LNlmDskEWdNWca2ilt4gdA+53pNCzR6IxQyCVKiXN/GkYJFQgghgYQyi36mUpRZ9JSp/eLw1uJMDEoKh1ZvxHfHr8NgZJGkDkKiWuXSfQRCZjHPVNzSKzbUaV9Ja7Fh3DR0FU1DE0IICQBdklmsq6vDhg0bsGfPHly5cgXNzc2IjY3F8OHDcdNNN2H8+PFdMYyAUNkFmUUAmJ/ZA/OGJSG3qBafHyhE9rkyLBltuxe0I4GQWTQXt7g+BQ0A0SH+HygTQgghPI8GiyUlJXj66afxxRdfICEhAaNHj0ZmZiZUKhWqq6uxY8cOvPrqq0hLS8MzzzyDRYsWeXI4AaErMos8hmEwPDUSw1Ndm3oWC4TMYn65++sVAVGvRT/+2QkhhBCeR4PFYcOG4d5778Xhw4cxePBgu8e0tLRg48aNeP3111FUVIQ//vGPnhyS3xOCxU7usdjZYp005m7RGnDyWi2y0iIhk/ruSoj2ZhZj+ECZGnMTQggJAB4NFs+cOYPY2Finx6hUKixZsgRLlixBRUWFJ4cTEDy1e0tnc7bl3xu/XMQHuy/j5duH4s6RKV09NJewLIv8Mm7NYp/4dk5D05Z/hBBCAoBH0zptBYodPb474oMvT69Z7ChnaxZPXqsFAOQW1bp0X18euor71h1GbXPXZepK6lrRpDVAJmGQFh3i1m35ApdKP16vSQghhPC6bA6wqqpK+H9RURGefvppPPHEE9izZ09XDSEg+Etm0XrbO7GrVc0AgEumaV5nmjR6/P3Hs9h5oQJf5xR1/kAd4Keg02NCIHdzqpz/2etb9dDoDZ0+NkIIIaQreTxYPHXqFNLT0xEXF4f+/fsjNzcXo0aNwhtvvIEPPvgAU6dOxcaNGz09jICgMQAtOiMA388shihlCDbtCS3OLmr0BpTUtwIALlU0tXk/P54qEbY3/P5EsQdGal9+O9crAkB4kBwyU6sdvqk5IYQQ4q88Hiw++eSTGDJkCHbt2oUpU6Zg7ty5mDNnDurq6lBTU4OHHnoIL774oqeHERDqTXFHsELa5v7MvsBeRXRRdQtYFsLldc06p/chziaeKa4XdlTxtHxTj8X2BIsSCWPe8o+KXAghhPg5jweLOTk5+Pvf/44JEybg1VdfRXFxMR555BFIJBJIJBL87ne/w/nz5z09jIDQYIqrfD2ryLO3brGwyjKbeKnScfCXX96Ao4U1kEoYDE1WAwB+OFHigZHa4veE7tWOYBGgXVwIIYQEDo8Hi9XV1UhISAAAhIaGIiQkBFFRUcL1kZGRaGho8PQwAkK9jpva9PX1irxYPlhsFAeLzRbHOFu3yGcVb+wfh6Xj0gEA35+4DpZPTXoIy7Kitjlh7bqPGDs/OyGEEOKPuqTAhWEYp98T15gzi77dY5EXY6cq+Gq1VbDoYN2iVm/Et8euAwAWjUzBzEHxUMgkuFTRhHMlnv1wUdmoRV2LDhIG6BnrXiU0j5+Gpi3/CCGE+LsuWfh23333QankMi2tra14+OGHERLCvQlrNJR5cVWDlguy/WUaOjY0CIB1ZpELDvsnhOF8aYNQSGJt27kyVDdpERemxJR+sZBJJbixXxy2nCnF/04WY2BSuMfGze8JnRoVjCC5tF33EUvT0IQQQgKExzOLS5cuRVxcHNRqNdRqNX71q18hKSlJ+D4uLg733nuvp4cREPjMor9MQ/OZxQpRkQc/DT1tQBwA4LKDgpX1pinoO0YmC7u83DIsCQDwvxPFHp2Kbu82f2K0ZpEQQkig8Hhmcd26dZ5+iG6j3s8KXKzXLBqMLIpquGDxxv5xeGfHJRRWN0OrN0IhM39uKa5twe48bjcf8Q4vN/aPQ4hCims1LcgtqsXw1EiwLIsDl6tQ36LDrMGJnTJuvrildzvXKwI0DU0IISRw+H7/FSJo8LMCF/MeyVywWFLXAp2BhVzKYFhyBEIUUjRpDbha3WQRmP33yDWwLDCuZ7TF7ikqhRQzBsZjY24xvj9RDL2RxSs/X8DhgmoAwC8rJ3coG8jL60DbHB5lFgkhhAQKjwaLCxcudPnY7777zoMjCQz+1jpHnFlkWVbYuSUlMhgyqQS94kJx8lod8sstg8UfTnLNt+8clWxzn7cMS8LG3GJ8fqAQ6/ZdsbjuTHFdpwSL+eXcukp394QWo2CREEJIoPDomkV+XaJarUZ4eDi2bduGI0eOCNcfPXoU27Ztg1qt9uQwAgLLsuCX/sX5SWaRz4Bq9UY0aPS4YgoW06KDAQC9YrlgTNxou6i6GXnljZBKGNzYL97mPif2iYVaJYfeyEIqYbBkdCpuGsQdx08fd0RNk1YI8PjxtQdfsV7dpIXB6NlWP4QQQogneTSzKF6v+Kc//Ql33nkn/vnPf0Iq5SpMDQYDHnnkEYSHe66yNVA0avTQsf5VDR0klyJMKUODRo+KBg0Kq7mMHT+13MvUlkYcLO68UA4AyEqNhDpYbnOfCpkEby3OxIHLVVgyKhXpMSFYt68AP58pw8WyjrfU4ddKpkUHd2iXnKgQBRgGMLJATbPWb84ZIYQQYq3L1ix+8skn2Lt3rxAoAoBUKsXKlSsxfvx4vPLKK101FL9UaSqUCFFKoVK0r52LN8SGKdGg0aOyQSNMQ6dGWWcWzb0Wd1zggrWp/eMc3ueUfnGY0s98fd94bgo7z0mDb1etP8xVYS/I7NGh+5FJJYgMVqDalKmkYJEQQoi/6pKm3ACg1+tx7tw5m8vPnTsHo9HYVcPwW3xFcUyIfwUd4p1MCq2noU3rCy+VN4JlWbTqDNh/qRIAMLV/rMuPwa8tLKxqQqvO0O6xFlQ24cDlKjAMcOeolLZv0IYY2h+aEEJIAOiyzOKvf/1rLFu2DPn5+Rg7diwA4ODBg3jxxRfx61//uquG4bf4FiyxYf6xewuPX7dY0aARGnLz09Bp0cGQMNwUe3mDBmdL6tGqMyJRHYR+8a63rYkNVSIiWI7aZh0uVTRiUFL71sCuz7kKAJjcNxY9IlTtug+x6BAlgEZUNVGRCyGEEP/VZcHiq6++ioSEBLzxxhsoKSkBACQmJuLJJ5/E448/3lXD8FsVpmAxOsS/gkU+u3axrAFNWgMYBkiJ4gIxpUyKtOgQFFQ24VJ5I3ae59YrTu0f59aWkAzDoG9cGA5fqUZeWfuCRa3eiG+PXgMALB6V6vbt7YkRBcqEEEKIv+qyYFEikeDJJ5/Ek08+ifr6egCgwhY38BW6/tJjkceP98iVGgBAYngQlDLzmstesVywmF/RiO2m4pap/RyvV3SkT3woDl+pbneRy7ZzZahs1CI2TCnsLtNRwjQ0NeYmhBDix7pszaJYeHg4BYpuqvLbzCIXLPLFJ6mm9Yo8vsgl+2wZiqpboJBKML5XtNuPwxe5XGxn+5yv+O0Fs5Ihl3bO04L/2ausei02afQe3a6QEEII6UweDRZnzZqF/fv3t3lcQ0MDXnrpJbzzzjueHI5fq/DzzCIvXbQjC2AOFvfkcYUtY3pGtatlDV/kwu++4o6i6mbsMbXMWdQJhS08c2bRHCxuOH4Ng575GV+bglNCCCHE13l0GvqOO+7AnXfeibCwMMybNw8jR45EUlISgoKCUFNTg7Nnz2Lv3r3YvHkz5s6dS+1znOAzizF+mlnk2WQW4yyDx/ZMQQPmzOLV6ma0aA1utRf6z5EisCxwQ2/L7QU7yryLC3fuWJbFOzsuAQC+OHQVi0d3ztpIQgghxJM8Gizef//9uOeee/DNN9/g66+/xocffoja2loAXFHCwIEDcdNNN+Ho0aPo16+fJ4fi9/gClxg/zyymRVkGYz1jLHdJudFJf0VnYkKViArh+hpeqmjE4B7mIpejhTUwGFmMzoiyuZ3ByOI/R7gsX2cVtvCirbb8O1pYg3zTdPyp63Uorm1BUidUXRNCCCGe5PECF4VCgbvuugt33XUXAKCurg4tLS2Ijo6GXG67Qwexr198KKBt8Zut/njRoZaZ0DSrzGJkiALRIQpUNWmREROC9Jj2Z/b6xIXiUAFX5MIHi5WNGiz58CAkDHDkrzMQajXFfbW6GWX1GqjkUswcZLu9YEfw09BVjVqwLIsvD1+1uP6Xc2W4d1x6pz6mMyzL4pEvjqG0vhWf3z/G5ndBCCGE2NPlBS5qtRoJCQkUKLrpw3tG4M+ZBiSqg7w9FLcoZVKoVeZzbT0NDZjXLU7p53ojbnvsFblsPH4dWr0RrTojKu20sKlu4jO2Cosq7c7AT0NrDUZcq2nB5lNcy6hZgxIAAFvPlHXq47Xl2NVa/HS6FMev1uKTvQVd+tiEEEL8l1eqobvSjz/+iDFjxkClUiEmJgYLFy60uH7FihXIysqCUqlEZmamdwYZ4PgMW1SIAuFBth8S7h6bioGJ4bhnbFqHHqcvX+Riap/Dsiy+MfVOBIDaFp3NbepauGAxQtX5a0GD5FIhe/fx3gK06ozonxCGJ2dxSy4OXq5CnZ0xecrXOebM5ge7LwuBMiGEEOJMQAeL3377Le655x78+te/xokTJ7Bv3z5hOpzHsiyWLVuGRYsWeWmUgY9ft8jvCW1tfmYPbF4xET1jQ+1e76o+fGbRVBF9prge50vN1dE1zbbBUU0TF6xFBHsm080Hyl+ZpqAXj0pBz9hQ9I4Lhd7IYqept6SnNbTq8L8TJaYxKdGo0ePdHfld8tiEEEL8W8AGi3q9HitWrMArr7yChx9+GH379kW/fv1w++23Wxy3du1aPProo+jZs6eXRhr4+OlY6/WKnY2fhi6qbkGzVm+RVQSAumbbLB6fbYwI9kyVOf+za/RGKGUS3Do8GQAwcyC3PnLrWedT0bsvVuCBT3NsejW6638nStCiM6BXbAhevWMoAOCzA4W4XtvSofslhBAS+AJ2hfuxY8dw/fp1SCQSDB8+HKWlpcjMzMSrr76KQYMGdei+NRoNNBrzmze/I41Op4NO55lpRf5+PXX/npRm2t6vb1yIR8cfpmCEYplTRTXYlHsdABAVIkd1kw6VDS02j1/V0AoAUAdJ3R6bK+ckKsScsZw9KB7Bcu74qX2j8e7OS9h5oRyNLRooZbaf21iWxervz+ByZRP+l3sNd49pf7X2V4cLAQB3ZPXA+IwIjMmIxKGCGry+9TxevHVwu+/X1/jz8yRQ0TnxPXROfE9XnJOO3HeXBYssy+Lo0aO4cuUKGIZBRkYGhg8f7tYewO64fPkyAGD16tV4/fXXkZ6ejtdeew2TJ0/GxYsXERVl20bFVWvWrMGzzz5rc/nWrVsRHOzZ7Fl2drZH798TUg3Asr4M4mrPYfPmcx59rCipBFWQ4P++OYiaZgnUchb9QjQ40CRBzslziK05Y3H8ycsSABJUXCvE5s3tK/pwdk6aqrj7B4BUfRE2b+ba9BhZIFwuRb3GgLf/8zMGRNju6FLcDFyu5J6ih3LPILLqtM0xLAvUagGtEdCZvsLlQLSoDupaE3DqugxShkVY5Vn89NNZjA8BDkGG745dR1/DVSR49s+2y/nj8yTQ0TnxPXROfI8nz0lzc3O7b9slweKOHTtw//33o7CwUNjmjA8YP/nkE0yaNMnl+1q9erXdQE0sJycHRqMRAPDUU0/htttuAwCsW7cOycnJ+O9//4uHHnqonT8NsGrVKqxcuVL4vr6+HikpKZg5c6bHtjHU6XTIzs7GjBkzqJLciRzjOeQdKsLpGi5AWzQ2A1IJgwPlBYjrkYY5cwZYHL/165NAWSlGDhuAOePcK7Bx5Zzkb8/HvrLL6BUbguWLxlt8ODpkOIv1OddQF5qGOXMG2tz2zW35ALgPPbHJGZgzp7/NMX/7/izWH7OcbmcY4PHpffCbielgGAbP/nAOQBFmDkzAnfOHCcedNuQi+1w5jmiT8O7tmW797L6Knie+h86J76Fz4nu64pzws6Dt4fFgMT8/H3PnzsWYMWPwxhtvoH///mBZFmfPnsXatWsxZ84cnDx50uU1g8uXL8fixYudHpOeno6GBq6wYeBA85uwUqlEz549cfXqVUc3dYlSqYRSadvvUC6Xe/yJ1xWP4c/6JaoBmLfSu3NUKnZe4Lbyq2s12Pzu6jV6AEB0aFC7f6/Ozsn84SnYnVeFx2b0hUJhuS7ypsGJWJ9zDdsvVODvUhkkEnMgybIsfhK11mnQ2I4dAA4X1AAAwpQyBCulkEkkuF7bglez81BQ1YKnbxmITabCliVj0izu40+z+2Pb+XJknytHaYMOKQ4KkNqDZVn8fKYMH++9jF+NTcP8zB6ddt+uoOeJ76Fz4nvonPgeT56Tjtyvx4PFN998E2PHjsW2bdssLu/fvz9uvfVWTJ8+HW+88Qb+8Y9/uHR/MTExiImJafM4vh3OhQsXMGHCBABc5H7lyhWkpXWsRQvxXX3jzBXVmSkR6B0XhtyiOgD2W+fwFdKRHipw6R0Xik3LJ9i9bnyvaIQopCir1+Dk9TpkpkQI110oa8DliiabcVqrNl3+7SPjhQKfzw5cwbP/O4tvj13DvvxKNLTqkRypwoTels+b3nFhGJMRjQOXq7DldCkenNQ5RV6XKhqx+vszwn7fzVpDlweLga6hVYefTpdi3rAkBMk7tz8oIYRY83g19M6dO/HYY4/ZvY5hGDz22GPYsWNHpz9ueHg4Hn74YTzzzDPYunUrLly4gN/+9rcAuD2refn5+cjNzUVpaSlaWlqQm5uL3NxcaLXUg84f8QETANyexVUeR5iagtfaCbhqTRXSag+1znFGKZNiiml7w88PFFpc9+NJLhvI92mssVPJbTCyQp9GcbB777h0rLtvFMKCZCit5wp4Fo1Mschc8uYM4RqEbz5d0qGfxWhkcepaHf7+41nMenM39uRVQmZ6vItlDdDqjR26f2Lp2f+dxZPfnMRnB654eyiEkG7A48Hi1atXMWTIEIfXDx48GIWFhQ6v74hXXnkFixcvxj333INRo0ahsLAQ27dvR2RkpHDMAw88gOHDh+P999/HxYsXMXz4cAwfPhzFxcUeGRPxrMgQBcb1jEZqVDBuGZZkuowLBO1l5/hg0VOZxbbcPyEDDAN8e+waDl2uAsBN4fLB4oLh3M9QZ2fsdS06mJYA2/SJnNQ3FhseGY+MmBCEB8lw56gUu49/06AEMAxw/Gotit1so9Oo0WNT7nX84etcjPr7L7jl7b34cE8BdAYWU/vFInvlZKhVcugMLC6WNbR9h92YzmDE+sNXUW6qznemRWvAT6bdgMS7FRFCiKd4fBq6sbHRaYVwcHBwhyp0nJHL5Xj11Vfx6quvOjxm586dHnls4j1f/WYsDEYWUlNmi++hWGuVndMZjGg0rVmMUHln3c6I1EgsGZ2KLw9dxV83nsaPv5+I/PJGXK5sgkImwe1ZKfj3wat2M4v8DixhQTLIpbaf+3rHhSH7D5Og0RsR4mAf6LjwIIxKi8LhK9X46XQp7p+Q4XS8rToDdl6owP9OFOOXc2XQiDKGIQopxveOweJRKbixfxwYhsHgHuHYl1+FM8V1wn7dxNYHuy/jlZ8vYHLfWHy6bLTTY7efL0eT1gAAuF5DfTIJIZ7XJdXQZ8+eRWlpqd3rKisru2IIpJuRiqZc+UCwoVUPvcEImSmw4oNHhgHCvRQsAsCfbuqPn0+XIq+8ER/tvYxmDRcITOkbi+RIrkdlfavOIgAGzJnSqBDHWVGZVCL8vI7MGZLABYunSpwGi7XNWtz05m6U1Zt7jGbEhOCmQQmY3DcWWWmRUFj1ixycpMa+/Cqcvl6PRaOcDqPbMhpZrDdtxbg7rwLXapqRHOn4A/b3J64L/79W65kP2oQQItYlweK0adOEljliDMOAZVmP9VokBADUokCwrkWHaNOuKvy+0OFBcosgrKupg+X469wB+MPXJ7B2W56wT/XNQxOFsbMsUN+iQ6QoMKwxZRY7uvvMrMGJWP2/szhSWIPSulYkqIPsHrc3vxJl9RqEB8mweHQq5g1LwqCkcKfP34FJXCup08V1HRpjINt/qQpF1VyGkGWBb45ew2PT+9o9tr5Vhx2m6n4AKKlttfkQQQghnc3jwWJBQfsaHRPSWWRSCcKCZGho1aOm2Rws1gjrFb3fOmJBZg/8J+caDlyuQqmuFUqZBNMGxEMulSBMKUODRo+aZq1lsMhnFjs4/gR1ELLSInG0sAY/nynF0vHpdo87coVr07NwRDL+YtWv0hF+6vlcSb1FVpeYfWXKKqZEqVBU3YL/HrmG39/Yx25B0s+nS6HVG9ErNgSFVc3QG1mU1bciKULV1cMmhHQjHn/lTktLc+mLEE/iC1j4bCIgroT2TnGLGMMw+L8FgyGXcgHC1H5xQiV0hFCgY7lusbrJFOw6mYZ21ezBpqroU46roo8UVgMAstIiHR5jLSM6BCEKKVp1RlyubGr7Bt1MdZMWW89wS3TeWjwcYUEyXK9twb5L9pfnfH+CK7xbkNkDiRFcBpj29yaEeJrHg8Xq6mpcu2a5w8SZM2fw61//GnfeeSe+/PJLTw+BEKFauKbJHHDVCj0WvZ9ZBLiejH+a1R8quRT33ZAuXM5PS4sDXUA8/k4IFockAgAOX6m2W5HbqNHjbDHX/X9kuuvBokTCmKeir9NUtLXvjl2DzsBiaLIaI1IjscDUj/LrnCKbYysaNNiXzwWR8zKT0MOUTbxWQ+sWCSGe5fFg8dFHH8Xrr78ufF9eXo6JEyciJycHGo0G9913Hz7//HNPD4N0c/y6PnH7HD6z6K1KaHsemNgTZ5+7CWN7RguX2Qt0AXM1tLMCF1f1iFBhWEoEWBb4WbRzDO/41RoYWSA5UoVEtXtTnoOSuKnoM8XOt5oqr2/Fc/87i2+PXkNDa/s3vPcXLMviq8PcFPQiU2sj/t+tZ8qENam8zadKYGSBYSkRSIsOEYpgqCKaEOJpHg8WDx48iHnz5gnff/bZZ4iKikJubi42bdqEF154Ae+8846nh0G6OT57WCfaxaW2pXMKRDqbdcGI0PrHageamk7uETnHNBX9k52p6BzTesVR6VFu3y+/brGtzOIbv1zEJ/sK8Ph/T2Dk87/gkS+OYuuZUrvFcZ1BZzB6NSg9WliDSxVNUMmlmGfqCTq4hxoDE8OhNRixMfe6xfH8FDR/rDmzSMEiIcSzPB4slpaWIiPD3I5j+/btuPXWWyGTceux5s2bh7y8PE8Pg3RzfPZQnFnkgy3rhta+hg90rXegqenkafQ5pqnog5erUFZvORV9tB3rFXmDTNPQZ4vrYTTaD/yMRhbbzpUDAOLDldDojdh8qhS/+fwoPtxz2e3HdMXdHx3C+Be3293Zpyt8dZibap47NBFhQeZzyGcXv84pEgLlazXNOFpYA4bhjgcgtFWiNYuEEE/zeLAYHh6O2tpa4fvDhw9j7NixwvcMw0Cj0di5JSGdx15j7jov797iKntT6IC5dU5nFLgAQEpUMEamRcLIAt8dM2e1dAYjjl+tBdC+zGLvuFAoZBI0aPS4Wm1/fd3p4jqUN2gQopBi95NT8cPvJmCxKWh6b+clNGv17v9ATmj0BuRcqUZDqx4nrnX9Wsr6Vh1+PMVlChePTrW4bkFmDyhkEpwvbcBfNpzCne8fwIzXdwMAxmZEIz6cK2zpEUmZRUJI1/B4sDh69GisXbsWRqMR33zzDRoaGnDjjTcK11+8eBEpKfa3IiOks0QI2TlzsMgHX76eWTTvbW09Dd15axZ5d4zk9tP+71FzVutcST2atQaEB8nQJy7U7fuUSyUYkMDt2e2o3+IvpqzixD6xUMqkGNxDjecXDEZqVDBqmnVYf9i24KMjiqpbhK0S88u7fsu8X86WoVVnRJ+4UIxIjbC4Th0sx6xB3JKArw4X4XBBNVp0BkQEy/HwlF7CcSn8msXaFocZW+J7jhbW4HIFbdPo7yoaNMIWrd2Bx4PF//u//8OmTZugUqmwaNEiPPnkkxZ7M69fvx6TJ0/29DBINxfppMBF7UMFLvbwe1uLg0WDkRXWMHZmsHvz0CSo5FJcrmjCMVM2kV+vODI9ym7vP1cMEtYt2i9y2X6eK6qZNiBOuEwmleDhyVxw9OGey9CKthbsqKvV5jY++eVdv281n6md3DfWblPzP8zoi6n9YrFkdCpevn0oflk5Ccf+OgOT+8YKxySogyBhAK3eiMpG35md0RmMWP7lMbyefdHbQ/E5pXWtWPT+Adz5/gG06gzeHg7pgMe+Po5FHxzEDyeLvT2ULuHxptyZmZk4d+4c9u/fj4SEBIwZM8bi+sWLF2PgwIGeHgbp5tR2Moud2XrGk+xNQ9e16ITMWGeOP1Qpw+zBCfju+HV8c7TI1KybW6/oTssca4OFimjbzGJpXStOX68HwwBT+8dZXHdbVg+8+ctFlNS1YuPx67hzVOfMQlypNE+HeyOzePJaLQBgaEqE3eszYkKw7tfO94iWSyVICA9CcV0rrtW2IC7cfGhaygAAO9dJREFU/s47XS23qBY/nCyBVMLgkSm9IPX2gDpAbzBid14FjEZg+sD4Dt9fXnkD9EYWlY1a/HKuDHOHJnXCKLuP6iYtQpRSKGXe/auqa9bhwCUuq/jWL3mYMzix3R+k/UWXbKcQGxuL+fPn2wSKAHDzzTdbFMAQ4gmRwppFUWbRA5k5T7A3Dc0HjmFKGeSdvCvK7aap6B9OlKBFazBnFtPcX6/IG9yDK3I5U1xvU928zZRVHJ4SgRjT7jo8pUyKByf2BAC8t+sSDJ003VpYZc4s5pU3eqzi2h6N3oBzJVw2c1iyukP3xbfPaWvd4vGrNViz+VyX9Lrk+3EajKxXAvHOUFjVhJe3nMf4F7dj2b+O4IHPjuB8qfPWT64Qtzn6z5FrTo4k1vLLGzF2zTb8/qvj3h4K9l2qBP9SlFfeiC2mxvqBzOPB4vbt2zFw4EDU19s+0erq6jBo0CDs2bPH08Mg3ZxQUWwKEDV6A5q13DSQr7XOsWYv0O3s4haxsRnRSI5UoUGjxwe7L6OiQQOFVIKhHQhs+saHQSphUN2kRUmdZaU1XwU9bYD9zM2SMalQq+QoqGzCltOd86JcKCq0qW3Woaqp6yqiz5c0QGswIiJYjtSo4A7dF1/k0lavxf/74Sze330Zc/+xF0s/OYycK9Udelxnzor6aZ4v7fwp/qpGDd7IvuixZuSvZ1/E5Fd24t2dl1DeYJ7eP+NgCYU7xJXre/IqUEyV7C775VwZtHojtp4t8/rvbfdFbn/2sCBucnbttryAXzfs8WDxzTffxIMPPojw8HCb69RqNR566CGLpt2EeAK/C0qz1gCN3iBUQksYLjvny/hgsUlrENbtVXswWJRIGNyexWUX39mZDwAYkqxGkLz9Uz9BcqlQHCPObrVoDcKuJOL1imKhShnuM+1X/c6O/E7JAhZWWQYaXZkBE6agkyPsrld0R3Jk27u4sCyLPNHPt+tiBe745wEs/eQwNPrOXzd3tkQULJZ0PMASY1kWj//3BN7alueRNZHl9a14dwf3Nz+pbyzeu3sEFo3klj5c6oSiFHEGmGWBb49SdtFVhwu4DzgsC6+uE2RZVggW/2/+YIQopDhf2oBfztluZhBIPB4snjhxArNmzXJ4/cyZM3H06FFPD4N0c2FBMvBLSuqadaIeiwqfX2siHjvfSLxWaPvjmSn020ZwwSIfnHZkvSKPb859UtSqZl9+JTR6I3pEqNAvPszhbe8bn45ghRRnS+qxJ8/+vsmu0huMKDJlFvubqrS7MljkW/V0dAoaMDfmdtZrsbJRi4ZWPRgGyP7DJNw1JhUKqQS7LlbY3a3HFYcuV9mtBNUZjLggyiZ2dmZxy+lS7LzAvVEfK6xx6TbNWj1yrlS79CFjfU4R9EYWWWmR+GzZaMwekoj+idzfyOWKju9tzmeAp/bjCpX+e/RawGekOoPByFpkw/kG9d5wqaIRxXWtUMgkuGlQAu41fZD9x/bO+SDrqzweLJaVlUEud/yGJpPJUFFR4elhkG5OImGEqueaZp0wpetLW/05Ih47HyRW821zPDSFnhIVjHGiLQc7sl6RN9zUIuaD3ZfxxaFCsCwrrFecPiDOaZYtMkSBW4dz+yZ39BN8cW0r9EYWCpkEE3rHAPBOZnFYckSH78uVNYt8m5bkSBX6xIfhhVuHYMloLluWa6rKdkdlowb3fHwY93x8WMhw8y5VNEJrMFetd8Y6P16jRo/V/zsjfH+lqtlmS0R7ntl0Bnf88wD+/uM5p8fpDUZ8eYjbfvHecWnC5b1iuYx4Z2QW+aD+gYk9EaqU4Wp1Mw4VeG5JQKA4X1qPhlY9VHIpZBIGp6/Xd+h8VDZq8Pcfz2LmG7uwJ8+9+GPXRe7D6uj0KKgUUjwwIQMquRSnrtdh58XAjWU8Hiz26NEDp06dcnj9yZMnkZiY6OlhEGLRPsdfdm/hCWM3vTl6cs0ij++5CLRv5xZrt2clY9agBGgNRjy14TSe/OaksF7xRgfrFcUm9uECu4Mu9jbT6o2ostNSptDUNictKhh947s2s9io0QtTwkNTOiGzKFqz6CircbmS+3l7xph7ZGaaAvfcIteyc2LZZ8ugNRihNRhtsov8esUhPdSQMFxWs7Pa+ry+9SLK6jVIiw5GShT3c+eaAm9H6pp12GTKQn20twCbrLZQFPvlXBlK61sRHaLALNPWlwDQy7R84kpVE/SG9rdv0huMKDXtjNQ7LhS3mLZt/O+Rzu0hGohyTAH1qIwoTDC9Dnyf6352sbpJizU/ncPEl3bgwz0FuFjWiCf+exKNGteb/vPB5aS+3DiiQ5X41Viusf7abXkBm130eLA4Z84cPP3002htbbW5rqWlBc888wzmzp3r6WEQYtE+p85H94V2RG1VoNPZW/3ZM2dIIib2icGvxqZ2SuNvpUyK9341An+a1R8ShpuC43dtGduz7czl6Awu03mxrNEmo2WNZVnc/2kOxq7ZZtNH8YppvWJadLAQCNgLFr84VIiHPz+Kuz48iLn/2INJL+/Ak9+c6NCbwenrdWBZIFEdhLiwjre6SYrg7qNFZ3D4Oyngg8XYEOGyzBQu+D9dXO92/0pxkdEBq2DxjClYzEqLRHoM93jnSzseiJ++Xod/7S8AADw3fzBGmTLdx9vIjG7MvQ6t3gi5lMta/+nbkxYFOGKfHywEACwenWLRmiUxPAgquRQ6A4uiDuyWU1rfCoORhUIqQWyoEneaPoxtPl2Cei/uUe4PDpumoMdkRAl7o//vRLFbz8WcK9WY+NJ2vL/rMlp0BgxNViM5UoXS+la86eL611adQfiwOknU8/TBST2hlElw/GotcotqXR6TP/F4sPjXv/4V1dXV6Nu3L15++WVs2rQJ33//PV566SX069cP1dXVeOqppzw9DEIsqor9NbPIT59XN5nWLHowsxgkl+Lz+8fg+QVDOu0+GYbBb6f0wmfLxgiB7qS+sS71TYsKUQjrGg8XOM8ufn+iBHvyKqEzsNh+vtziukJT8JQWHYLepmCxtL7V4g27uLYFT204jS1nSrH/UhVOX6/H1epm/OfINVwos12HpzcY8Xr2RXyytwA6J9mnzpyCBrgAPC6MazfkaN0iPw3dM8YcLKZHB0OtkkOrN7o1VVzXosP+S+Y1o3yvOR4fiA1MCseABK6o0d7vS+x6bQtmvbkbv/vqOErqbH8Gg5HFUxtPw8hy+2JP7hsryozWOrxflmWxPofL2v159gBM7BODVp0RD/37iM1+4PnljdiXXwUJAyyx2n5RImGEQPtSBzLQ/HrFpIggSCQMMlMi0CcuFK06I344UdLu+w10LMsKxS2jM6Iwc1AClDIJLlc2CR9OXJF9tgxNWgN6xYbg46UjsenRG/D8gsEAgHX7r+CcC8VYR67UoFVnRHy40mKNdVxYkFCgt7eDa6p9lceDxfj4eOzfvx+DBw/GqlWrcOutt2LBggX4y1/+gsGDB2Pfvn2Ij+94s1NC2hIhys7xa//4Kmlfx4+dD3JrPLxm0dMm9InBD7+fiN/d2Bt/nt3f5duNMWUgD152vM6r1QC8vDVP+P6oVSEEn1nkAyY+2BIHAttM6yL7xYfhrcWZWPfrUcL6xv/ZWVz/85kyrN2Wh+d+OIu5a/fi2FX707snirjils6YguYlt7FHNF+Y0TPWPA3NMAyGmRqCu5MJ2X6+DDoDix4RKjAM12OuwtRehmVZoRJ6YGK4UDx0oY0il8/2X8H50gb870Qxpr+2Cx/tuQy9wYgmjR6fHyzErDd340RRLcKUMjw9l9vAIdM09hNFtQ6zS6ev1+NcST0UMgluG9ED/1gyHClRKhRVt+D363MtKsH/bcoq3tg/XlgHKtYZ6xb5YJ5fOsAwDO40VVp/c5Smoh25XNmEykYtFDKufVeoUobppmUrzpYVWONbdi0ZnYppA+LBMAym9IvDnCEJ3AeSDafaLDbabZqCntjHduclfo23dbY9UHRJU+60tDRs3rwZlZWVOHToEA4ePIjKykps3rwZ6enpXTEEQoTAsKZZK9q9xT8yi/zYa62CRX+ZRrenR4QKj8/sh7TokLYPNhljmop2tm5x6zWJML0NcMGiOKDgt/rjH7e3nanobNNayltH9MD8zB6Y2i8Oi0y7x/xwssQmQPmPad0Zw3CZtNve24+nN51Gg9X04olOziwCQA9+j2g7waLOYMRVU+W3eBoaMAdc7gSL/BT0bSN6oL8pc8ifi+u1Lahr0UEuZdA3Pgz9E7nrnU1DG4wsNhzn3vBTolRo0hrw/I/ncNObuzF2zTb8beNp5JU3IkQhxZrbhgi71PRPCIdSJkFdi06YZrf29RGuWGXWoAREBCsQEazA+78aiSC5BLsvVmDyyzuxbl8Bqho1QgsbcWGLWKcEi6bzw1ewA8D8TG5K9XhRrd31tcS8XjEzJUKYgZhn+r39cLLE5WryMlOwmKC2XP7xt7kDEaKQ4tjVWvy3jaCdb5kjnoLmjevFfZg8UlgTkFs5dkmwyIuMjMSoUaMwevRoi/2hCekKQmPuJlFm0U+CRWHszZYFLp2xltCfjM7gMosXyhpsphIBLou2s4T7xP/qHcOgkEpQ2agVAiajkRV6LKZFc0GWECyaAoGGVh0OmKZap4sKb6YNiINKLkVhVTNOiXpFFte2CBmH7347HreNSAbLAp8dKMTdHx0S1gRWNWqE7B/fRqgzOOu1WFTdDL2RhUouRYLVdoDD3QwWm7V67DK9Wd40OMEmk8JPQfeOC4NCJjG3JapohKOZ+X35lShv0CAiWI7sP0zGmoVDoFbJcamiCQ2temTEhOCZWwbi4F+mWWyNp5BJhN+hvXWLLVoDNh3nMsCLRVtEDkwKx7t3j0BCeBBK61vx7P/OYvyL29Gg0SM9OljIHlvrFWeahu5A+5xrQrBozlzGhQdhQGI4WBbYmx+Y05cdxU9Bj8kwr2ue0i8WYUEylNS1utxgni8usn4eJKpV+MOMvgCANT+dd7j2t6y+FedLG8AwwEQ7fye9YkMQG6aEVm9scy2tP+rSYJEQbzJPQ2v9LjMXEWLOihqMrFDo4i+Z0c4SG6ZE77hQsCxsWo6wLIu//3QeBpbB5L4xmD0kUdhmkJ+KLmtohUZvhEzCCBkeIVgs44JFfq1jRkwIeomyccEKmbAuSTwV/d2xa2BZ7s1seGokXrtzGL54YAwiguU4ea0O/9jOTYnz/SV7xoYIrZA6g7Nei/wUdEZMiM20GT8NfbmiSWhS78yuCxVo1RmREqXCwMRwjOtlChZN6xbFU9AAF8SGKmXQGViU29Y3AuB+dwAwb1gSguRSLBmdiu2PT8YTN/XDul+PwraVk/HrGzIQFmT7+3KWGf3pdAkaNHqkRKkwVtQCCuCmmnc9OQUv3DoEyZEqaEzB/K/GpjnsucpXkud3YGtI62lo3mRTlmrXhcBtu9IRh0TrFXlKmRSzBnEV65tc6LnIsqwQLMbb2UP9vvHp6J8QhtpmHb7OsZ9d5LOKQ3uo7a4VZxgmoKeiKVgk3UaE0DpHhzo/2ReaJ94fur5FB/79yl+C3c7EZxgOWa1b/OVcOXbnVUHKsPjrnH4AzC1/jpiCRT6rmBypgsy0p7Z1ZvGXs457P/LtTvjpL6ORFfb45defAcANvWPwd1Nh0Ds78nG0sMYjU9D8zwLYX7N4udJU3BJrO9UfFaIQsqsnrFrQXKlsssnY8PvfzhqUAIZhMDojChKGq7YurWsVig0GJXHBIsMwQnaxuNk2CGvU6IWm4HwPTYBrRfLo1N6Y2i/OacN8Z8EiX9iyaGSK3ftQyqS4a0wqdvxxCl6/cxj+ML0v7nEwBQ3wwTZX4NNWJb4jQrAYYT9Y3J1XQQ26rVyvbcH12hZIJQxGpFrORs7P5P5mNp8qabOiv6ZZJxxjL1iUSSXC36Cj/dP5zK+9KWge/wHq4CUKFgnxW3xgyO3gwq9Z9I9gy1wNrRMacocpZVDIut9TeIzp0/shUUV0i9aA537gGjZPSWSRblqPmGVqsXJMCBYt1ysC5mCxqLoZTRo9tl/g1itOt9P7cXLfWIQpuemvo1drcPhKNa5WNyNUKcPsIQkWx948NBG3Du8BIws8/p9cYW1fR/bYtifZSa9Fe8UtYvYCroZWHRa+tx93/PMA/rLhFLR6IzR6A7ab1nHyPQjVKrkwFXzgcqVFJTSP3/2kuMk2YNtyuhQtOgN6xoQI43AH3+T9XEm9xRqxyxWNOFxQDQkD3J6V4uDWHLlUgoUjkrFieh+nFfkqhVQI8i47WCPpjNHICsFislVmMSstEiEKKSobtRZbJXrDf48UYeLL2zHllR2Y9eZuzH97Lx7+/KhLzc/bYjCyuOOf+7HgnX1o1rrW15Bfrzg4KRwhVtuyjusVjZhQJWqbddib7zwrW2parxgTqnD4mjnAlBE/56A7AP8c4ddN28NnFo8X1aBFG1jrFrvfOw3ptsRNufk1i505HehJ4il0YfeZEP8Ye2cba8osni2pF6ZP392Zj6LqFiSEK3FTsjnLMCItAgC3xrG+VWfRY5EXG6pEeJAMRpZ7s6xt1iEiWG63EXmQXIqZpumvH04UC4Utc4cmIlhhu8f46nmDkKgOwpWqZqGCe1g7AiNn+DVwDRo96lss34T5wKaXncwiYM5yioPFzw4UCtmzLw9dxd0fHcT/TnDTunFhSgxPMf9e+DfHLadLhWCIf9MFIBTBFNvZupqfgl44oke79sjuEaFCTKgSeiNrkQ36ZB/Xj3Fy31ibYoaOEIpc2tE+p7JJA63eCAljW2ChkEmE4ohdHt4BpK5Zhy8PXYXGQQHGe7suoai6BVeqmnG+tAEnrtVhy5lSvLr1Qocf+0xxHXKu1CC3qBYvb3Ht/uxNQfOkEgZzh3IberTVoLu0nvvbtJdV5PF/t1cqm2wCvboWnTArwS9tsSctOhhJ6iDoDCyOFAbWzjwULJJugw+4Khs1wjolT/Yp7Ezi1jlVjf7dNqej4sKD0DMmBCzLNdq9VNGI93ddBgD8dU5/KEUJoriwIKRGBYNluUIIe5lFhmHQx9Qz7cM9XKBxY784YZra2txh3BvUDydLsPkU1x/vjpH2M1hqlRyv3TFM+F4mYYQ1fZ1FpZAi2vR3fK3WMioTMosxDjKLpuwc34KmSaPHx3u538FdY1IRppQh50oN/vjfEwCAmwYlWEzrjjVNu2Wbpu5TolQWH8AGJNqfhr5e2yKs61ogmoJ2B8MwNpnRA5eq8O+DXBX0gxN7tut+HelIRTRfCZ0QHgS5nb+ryaa9oj0dLP5t02n8ZcMpfLDnis11xbUtuFzRBAkDfPHAGPz7/jFCH8KvDl/FxTb6ZbZF3MHgX/uv2PTotIfvpzraQTaPr4reerbMaSavtI6rNE908uEhNkyJmFAljKxtb1A+a54cqXK69IdhGOE54crP508oWCTdBv8k55cFySSM0F7F1/FZUa3eKPQL85dA1xPM/Rar8MymM9AajJjSLxYzB8bZHDvSlCE8WlgjZAfSoy176fU2BQJ8dmz6QMe9Xyf0jkFEsBxVTVq06ozoFRuCEaagy57xvWOw7IYMANx6viB55//N2Vu3WN+qE7baS4+x7R0IcMUocimDqiYtrtW04ItDXFYxLToYz80bhA2P3mDRzFu8DR4AjEqPglTCCM8p60CY306xVssI2XwA2Hj8OlgWGNszym5fQ1fxU9HHr9aiUaPHE99wQe2S0akY76Cyub06UhHtqLiFN7kPFyweK6yxabfUWeqadcK601+sGtUDXGU6AAxJjsANvWMwoU8MfjU2DbMGJcDIos29tdvCrzGOCeVet5789gSarLbZK6puxg8ni/HmLxex/Mtjwu96pIPtRoenRCAlSoVmrcHpnvHOilvE+A831g26zxRzmevBSW0vIQnUIhcKFkm3EaKQCtt+AVzw2J7pL28IVkihMGUk+L5y/rLe0hP4CtcvD1/F3vxKKGQSPDtvkN3zOUIIFqtFbXMsp2X5dYsAoJBKnC5il0slmD3YvJ/9nSNT2vw7+tPsfvjrzQPwwsLO2w1HLDmKC7jEb3J8VjEuTGm3mhjgptX5AO/A5Sp8sJvLKj46tTdkUgl6x4Viw6M3YEFmEmYPTrBoXwIAoUqZxRrMgYmWb6ZhQXIhkOWzNSzLmqeghyejI8Ttf17YfA7XalqQHKnCUzcP6ND92tORzOI1Oz0WxVKjg5EREwK9kcV+D2Wkvj9ZLBR5nC1pQJ3VMkT+cSf0tszi/Xl2f8ilDHZdrMDOC7ZBpisMRvMuLGuXDEePCK45+os/nQfABYkrv87FpFd2YPmXx/HmL3n44SSXtc9Ki3T4wZhhGNxiaqn0vZOq6NI6c2bXGWHdolWwyC9zcDYFzeOLXE5eq3Nrz2lfR8Ei6TYYhoFatGOLv1RCA6axm8bLv1l152CRX2TebJp6enRKb4fNvfm1h4cLqtGo0YNhuOlSMXGwOLZXNEKVtusPxW4xTUVLJQxuHdH2NKpSJsUDE3tikAuZifaY1p/LqP73yDUYTGm+AieV0GL8VO7LWy6gslGD5EiVRXWyWiXHm4uH471fZdmdmh8nak0zKMn2zbR/PPe7vVDWiNK6Vjz+nxO4VNEEpUxiUxTkriHJajAMl7n78hA3/fzy7UPbPH/twQeLRdXNbjddFhpyO8gsAqIWOh6aiv7G1Hic/1xztsb8AYdlWaHa9warjGx6TAiWjksHwGUX9U62s3TkXEk9GjR6hCllGJ0ehZduGwqA2497+ZfHcONrO/GdKds8LCUCd2QlY9Xs/vjo3pH4dNlop/fNV0XvulDhsAVUaT2XYY9vYw2ro8ziab7S34X+qMmRwUiNCobByAoFOoGAgkXSrYj7Evpbj0J+vHxmMaqbFrgAXJEAX6SSHh2MhyY7Xp/WNz4MYaZ+fwCQpFbZVL6Kg8UZA2ynsq2N6xmNx2f0xUu3DUVcWOcVUbTXnCGJUKvkuC5qEN5WJTSPX7fIT1k/MqW33XV1jvCZFMCyEprXz9Q+598Hr2Lqq1xQAAC/n9bHYcbTVWFBcvSNM+/Ru3RcGsb36tzpZ15MqEIohOIz1K4yt81xPOU+qS837t0XK9rdy9GRvLIGnCiqhUzC4J6xXIugs7XmYJHftlEpk9i0qAGA303rg8hgOfLKG4W2RO7g1yuOTI+ETCrBhD4xuGsMtwf3DydLoDOwmNgnBt8vvwGbHr0Br9wxDA9N7oXpA+PbDPz7JYShX3wYtAYjtpyxv8c2v3uLszWLgDmzeL6kQTgHzVq98AHdlWloIDCnoilYJN2KOJuo9pN9oXn8mkv+jac79lgUWzQqBaFKGV5YOMTpOkCphBECIsCyEprXI0KF+HAllDKJ0/WKPIZh8LtpfXB7VsemUTtLkFyKhaYM51emDJu5uMV5ZlHc9zFRHYTbstwrOBmVHoXecaEYnR5l9824nymzWFDVjBadAVlpkdj06A14dGpvtx7HEX7dYnp0MP7kxj7j7mIYRgi83Z2KdiWzOLZnNBRSCa7VtLSrPY8zfFZxav844W/2Qi0jFPrx6xVHZ0TZfS6pVXI8Np3b5eTVrRfwj215OHS5yuUMKx8sihuk/2XOAIztGYUxGVH48oEx+Pz+MRjazh6kfKGLo6noEhenoXvFhkIhlaBBoxeWDpwrqQfLAvHhSsSa9pFvi7hhvcHIoryhFaev19ltnO8vOj9XT4gPEwdY/pZZ5Btz80mH7rbVn7VHpvTGw5N6OW3czMtKi8SePO4N0d50tUTC4OvfjEOr3oBEteM3dF921+hUrNt3BdvOl6OsvlUIaNqahs6ICUFEsBy1zTo8PLmX036D9gTJpcj+wySH6zZHpkVCKWURFarCqjkDcMvQxE5dK/zAxJ5o1hrw2ym97LYv6ky9YkORW1TrVvsclmUdNuQWC1bIMDojCnvzK7HrQoUw7d2W2mYt1Cq5w9+p3mAUsrm3ZyVjcJIaMaEKVDZqcaSwBlP6JwjBovUUtNhdY1Lx5aGruFDWgNeyLwLg1vdOHxiHV+8Y5vB3L16vKA4WQ5UyrP/NOJd+xrbMG5aEV36+gAOXqlBe3yrsIQ5wPVjrW7m1g21NQ8tN63TPltTjbEk9UqKCcfo6NwXtalYRMAeLp67Xoe9ffxKWhqjkUmz9wySkRLW/qMtbAjazuHPnTjAMY/crJydHOG7FihXIysqCUqlEZmam9wZMuoQ4QPSnNYuA7RrF7rxmkedKoAgAI9PMhRn2MosAtzaL7wvoj/rEh2FUeiQMRhbrDxfhSpXztjk8hmHw/ILBeHBiBhaPdt7E2tl9OBIbpsT/ZRmw/Q8TMG9YUqcXlfWOC8XaJcMt+jt6irki2vVgsb5FLxQ6OAsWAfNU9A4XCkmatXqs+u4kMp/Lxlvb8hwetzuvAhUNGkSFKIRdcSb35fs6VkJnMAo9QB3tjQ1wgdR/HhqH5+YPws1DE7l9kA1GbD5VinX7rji83bmSetS36hGqlNld09oZUqKCMTw1AkYWQmEMj6+EDlFIEebCWlbrIhe+uMWV9Yq8+PAgIeNtMLJgGEApk6BFZ8A/d11y+X58ScAGi+PHj0dJSYnF1wMPPID09HSMHDlSOI5lWSxbtgyLFi3y4mhJVxFnFv1tGte6CXdkN16z6K5hKWrwcaV125xAwq8D+3jvZbTqjJBLGZsdQ+yZOzQJT9080O2soquUUjjsW+lPzBXRrk8T870vo0MUULXRqmvGQK7gZ29+JS47CUjPFtfjln/sxVeHufWDfJ9Le/gp6PmZScLuJZP7cEHhzgsVOHmNazsUESxvsweoOliOe8el4527RuDwX6bhpdu46v73d11yWFzCN9bm1yt6Cl8VbR1o81PQ8eoglz6oWBe58MUtg90MdP99/xj88LsJOPSXach7frZQqPPfI9dQXu9gs3Qf5v/PXgcUCgUSEhKEr+joaHz//fdYtmyZxR/M2rVr8eijj6Jnz85t4Ep8U4QfZxYjrNZYdtem3O0RFiTH1H5xCFXKMNzOAv5AMXswV+jCT7ulRgUHRJDmK8Ttc97ZkY9HvjiKya/swB3/3I96B/0R+fWKrgTtGTEhmD4gDiwLfGRqji7Gsiz+ta8AC97Zh0sVTUIz9vOlDXbXD9Y0afHLWS54ukO09eGE3tGQMCwKqprxhWmN6/he0S5n6gEum3x7Vgr6xoeivlWPD/bYz5jx6xWdbZPXGUamc8/rM8X1FgVCZabArK31ijxzZpH7neaZWj4NdiOzCAAhShkG91AjPjwIMqkEYzKikJUWCa3BaPfc+rpus2bx+++/R2VlJe67774O35dGo4FGoxG+r6/nPnnodDrodJ5pqMrfr6fuv7sIE32yD1NIOvT77OpzEq60fNMPkTP092DF2Tl5684h0BpYhAVJA/b3JgVwa2Yi/nWACwAyooO9/rMG0mtXUrgcMgmDZq0Br/xs3rKusKoZj3+di3eWDLPJXhVWcRnCRHWQS7+DX49PxS/nyvHt0Wv4/ZQMRIeaiyo+P3gVz/3I9Sa8sV8s1tw6CHPf3o+KRi1OXK22aQ6/6XgRtAYjBiSEoU+sSnj8ICnQK4xFXj2DDab1jGMzItt1jh67sTce+SoX6/ZdwT2jky3GazSywi4sI1PDPfo30DMqCFIJg+omLYqqGoViq+vVXGY3Pkzh0uP3juGC+qvVzci5XAm9kUVksBwxwR1/3Xh4Ujoe/LwG/z5YiAduSLVYStQVz5OO3He3CRY//vhj3HTTTUhJad+aHLE1a9bg2Weftbl869atCA727BRXdna2R+8/0F2uYsC9pQIXTh0He7XjLSq66pxcEo1dKWXxy9YtXfK4/qg7P08SmwH+pZ2tL8PmzZu9Oh5eoJyTKQkSnKlhkBjMIiWURagMWH9Zguxz5Xji4y24McnyNWXfFQkACTTVJdi8+Xqb98+yQFqoFIWNRqz+Ygdmp3AVy5WtwEsnpAAYzE424KbIEhzcVYJ4uQQVkGB99gGUJlo+9n/Pc4/dR1Fr83cwMJJBXr25YE5XdAqbK065/ftgWSA1RIqrTQb86bMdWJhu7sN4vQmoa5FBIWFRdGI/it2/e7fEBUlR0szg8//twOAo7gc7VMD9DhoqrmPzZtfa/qjlUtTpGPzjh8MAJIiXa/DTTz91eHwsC/QIluJ6swFPf75dOLdinnyeNDe71/JJzO+CxdWrV9sN1MRycnIs1iVeu3YNP//8M/7zn/90yhhWrVqFlStXCt/X19cjJSUFM2fORHi4Zxbw6nQ6ZGdnY8aMGZDL/Wv61JdEF1Rj3cUjAICbpkwQ1qe0R1efk+iCanxiGntseDDmzJno8cf0N/Q84Wyvz8GhghrcMiETczrY+LqjAu2czLFzWZ/DRVj9v3P4oUiGRdNHYlS6eanDj1/lAiXlmDBiIOaMTXXpMSRppfj91ydxqFqJl389CUqZBPf+6wi0xhqMyYjEm/eNFKaMrwRfxult+dCF9cCcOUOF+9AbjHjq2E4Aevx6zg0Wu4/odDqUbsrGpkLu++SIINxz68R2Fx+F96vEsk+PYX+5FP939xQhq/fpgULg5AWM6RmDW+Zmteu+3bGz5RQ25JZA1aMv5kztBQD44ctcoLQcNwwfiDljXPv9f1d5DLvyKnGqVgbAiMlDe2HOzD6dMkb+3B6oUmDNfZOEPpJd8TzhZ0Hbw++CxeXLl2Px4sVOj0lPT7f4ft26dYiOjsa8efM6ZQxKpRJKpW2/Jblc7vEXw654jEAWHWZeNxQTruqU32VXnZPYcHPWOipEQX8HTnT358nbd2Vhb34F5g3r4dY6NE8K5HOydHwGjhfVYVNuMR77z0n88PsJQrP2kjpuyVJqdKjLP/+coT3wSnYeiqpbsOkUV7xyqKAGKrkUr9yeCaXSPH05Ip2r9D95vd7i/s+UcoUr4UEyDE3l9vAWi1dx6yiv1bTght6xUCjavwZ6an9uK8hDBdV47Zd83D8hAwqZBHvyueKWcb1juuTcD+oRgQ25JThf2ig8Xnkjt69hj8gQl8cwsIcau/Iq0aLjMn9DUyI7bfw3D0vGm9sv4XJFE/5ztBgPTe5lcb0nnycduV+/CxZjYmIQE+N6h36WZbFu3Trce++9AftCRVwXGeyf2/0B1rvPUHELcSw2TIlbO7jvMnEdwzBYs3AIzhbXI6+8EXd9eAg3DYpHZkokimq4qb+22uaIyaQS3H9DBlb/7yz+ufMSapq5gOdPs/oh1aqan29kfbW6GdVNWqH/6gHTXs9jekbbBIrcmIG7R6fg1ew83D6yY38rDMPgiZv64fZ/HsCm3GJsyrVsju3p4hYev53mmWJzBk3YF7qNHoti1m2YXNkT2lVSCYPfTu6FJ745iQ/3FGDZhAy3dkzyFt8fYQdt374dBQUFuP/+++1en5+fj9zcXJSWlqKlpQW5ubnIzc2FVqu1ezzxb/HhSswYGI+Fw3t4vIFvZ1OLgsXu3pCbEF8TrJDhvV9lIUwpQ355I97ZcQkPfnYEtaaWMs52b7HnzlEpwhaOzVoDRqdH4V7THs1iapVcaLx+4lqtcPn+S1yj7fG9HAdq99+Qhvy/z8ao9CiHx7hqZHoUHprUE+nRwUhSByE6RIEwpQzjekZjWLJn9kS3xm83eb22BbXNWugNRlQ0cJldV6uhAWCgaHlSWJAMqZ3cRHvB8B4IUUhR2ahxe+tIb/Gvd8t2+PjjjzF+/HgMGDDA7vUPPPAAdu3aJXw/fPhwAEBBQYHNdDbxfwzD4MN7R7Z9oA9SyqQIVkjRrDX4XVaUkO6gd1wotq6chO3ny5F7tRa5RbXIr2jEsOQIqFXuPWeDFTLcMzYNb+/IR5BcgpduH+pwSUFmcgQuVzThRFEtpvaLg1ZvxJErNQAs9+62xm9U0VlWzRmAVXPsv9d2BbVKjpQoFYqqW3C2uB49Y0NhZLlsnrhKuy3p0SFQyCTQ6o0YlBTe6Y3k5VIJUqNDcK6kHlermyz2pvdVAR8sfvnll06v37lzZ9cMhJBOEBmsQLO2hXosEuKjEtUq3D0mDXePSQPAbTcXJG/fJN6Dk3qiuK4FMwcmIMPJHt+ZqRH47vh15BbVAuAyjC06A6JCFOgb1/4iPn80KFGNouoWnCmuF5qgx4cp7U7FOyKTStAvPgynrte5tc2fO9KignGupB5XKv0jsxjw09CEBBI+OxFJ09CE+AWVQtruzJRaJcfrd2Zi1mDnFe3DTOsWTxTVgmVZYb3iuJ7uNdoOBPyWgmeK64SG3G3tCW3P7CEJkDBo83ffXmkx3NT21Wr/CBYDPrNISCDJiA3B2ZJ6p1kGQkj30j8xDAqpBDXNOhRVtwjB4lgnU9CBalAPPlisR2ZKBAD31ivyfju5F+6fkOGxLTDTorjX8MIq17eO9CbKLBLiR/6+YDC+fHCM00XrhJDuRSmTCsUdhwqqcPSqab1iz+73OsFXRF+qaMQVU/GIO5XQPIZhPBYoAuY96v2lwIWCRUL8SESwAuN7xXT6gmtCiH/js2jr9l2BVm9EXJgSvWK73wxEXJgSMaEKGFlg98UKAO3LLHoa3wKpqKYZBmPHdxLzNAoWCSGEED83LIXLqJ0t4XoMjusV3S0/VDIMI/RJvFzJTfG2J7PoaYlqFeRSBjoDi+LaFm8Pp00ULBJCCCF+LjMl0uL77jgFzRtkVcHsi5lFqYRBSpT/FLlQsEgIIYT4ufToYIQHmWtWx/dyfaezQMNXRPN8MbMIcO1zAP9Yt0jBIiGEEOLnGIbBMNO6xR4RKqREubdjTCCxDhbjfTCzCABp0f5TEU3BIiGEEBIARpu27ZvYp3sXwaVHhyDE1JA7IliOILnnqpo7Is2PKqKpzyIhhBASAB6Y2BPhKjnmDUvy9lC8SiLhilyOFNb45HpFnhAs0ppFQgghhHQFlUKKpePTaYcnmKeifXW9ImA5Dc2yvt0+h4JFQgghhASUaQPiwTC+XRWeHKkCwwDNWgOqmrTeHo5TNA1NCCGEkIAyqW8sTq++CSFK3w1zlDIpktQqXK9twdVq3+61SJlFQgghhAQcXw4Uef5S5ELBIiGEEEKIF/DBoq835qZgkRBCCCHEC1KjuCIXmoYmhBBCCCE20v2kfQ4Fi4QQQgghXpBK09CEEEIIIcQRvtdiTbMOLXovD8YJChYJIYQQQrwgVClDTCjXRL2y1cuDcYKCRUIIIYQQL0mN4qaiKzW+u583BYuEEEIIIV6SbpqKpswiIYQQQgixwRe5VLZSZpEQQgghhFhJE4JFLw/ECQoWCSGEEEK8JE2YhqbMIiGEEEIIsZJmKnCp0wIancHLo7HP93fZJoQQQggJUFEhCswYEIfW6lK06o0I9faA7KDMIiGEEEKIlzAMg3fvysTtPY1Qq+TeHo5dFCwSQgghhBCHKFgkhBBCCCEOUbBICCGEEEIcomCREEIIIYQ4RMEiIYQQQghxiIJFQgghhBDiUEAHixcvXsT8+fMRExOD8PBw3HDDDdixY4fFMStWrEBWVhaUSiUyMzO9M1BCCCGEEB8V0MHizTffDL1ej+3bt+Po0aPIzMzE3LlzUVpaKhzDsiyWLVuGRYsWeXGkhBBCCCG+KWB3cKmsrER+fj4++eQTDB06FADw4osv4t1338WZM2eQkJAAAFi7di0AoKKiAidPnvTaeAkhhBBCfFHABovR0dEYMGAAPvvsM4wYMQJKpRLvv/8+4uPjkZWV1aH71mg00Gg0wvd1dXUAgOrqauh0ug7dtyM6nQ7Nzc2oqqqCXO6bHd67GzonvofOie+hc+J76Jz4nq44Jw0NDQC4GVV3BWywyDAMsrOzMX/+fISFhUEikSA+Ph5btmxBREREh+57zZo1ePbZZ20uz8jI6ND9EkIIIYR4UkNDA9RqtVu38btgcfXq1XYDNbGcnBxkZWXhkUceQVxcHPbs2QOVSoWPPvoIc+fORU5ODhITE9s9hlWrVmHlypXC90ajEdXV1YiOjgbDMO2+X2fq6+uRkpKCoqIihIeHe+QxiHvonPgeOie+h86J76Fz4nu64pywLIuGhgYkJSW5fVu/CxaXL1+OxYsXOz0mPT0d27dvxw8//ICamhrhF//uu+8iOzsbn376Kf785z+3ewxKpRJKpdLiso5mK10VHh5OT24fQ+fE99A58T10TnwPnRPf4+lz4m5Gked3wWJMTAxiYmLaPK65uRkAIJFYFnxLJBIYjUaPjI0QQgghJND4XbDoqnHjxiEyMhJLly7F008/DZVKhQ8//BAFBQW4+eabhePy8/PR2NiI0tJStLS0IDc3FwAwcOBAKBQKL42eEEIIIcQ3BGywGBMTgy1btuCpp57CjTfeCJ1Oh0GDBmHTpk0YNmyYcNwDDzyAXbt2Cd8PHz4cAFBQUID09PSuHrZDSqUSzzzzjM30N/EeOie+h86J76Fz4nvonPgeXz8nDNueGmpCCCGEENItBPQOLoQQQgghpGMoWCSEEEIIIQ5RsEgIIYQQQhyiYJEQQgghhDhEwaKfePfdd5GRkYGgoCBkZWVhz5493h5St7F7927ccsstSEpKAsMw2Lhxo8X1LMti9erVSEpKgkqlwpQpU3DmzBnvDLYbWLNmDUaNGoWwsDDExcVhwYIFuHDhgsUxdE661nvvvYehQ4cKDYXHjRuHn376Sbiezof3rVmzBgzD4LHHHhMuo/PStVavXg2GYSy+EhIShOt9+XxQsOgHvv76azz22GN46qmncPz4cUycOBGzZ8/G1atXvT20bqGpqQnDhg3D22+/bff6l19+Ga+//jrefvtt5OTkICEhATNmzBA2bSeda9euXXj00Udx8OBBZGdnQ6/XY+bMmWhqahKOoXPStZKTk/Hiiy/iyJEjOHLkCG688UbMnz9feKOj8+FdOTk5+OCDDzB06FCLy+m8dL1BgwahpKRE+Dp16pRwnU+fD5b4vNGjR7MPP/ywxWX9+/dn//znP3tpRN0XAHbDhg3C90ajkU1ISGBffPFF4bLW1lZWrVaz//znP70wwu6nvLycBcDu2rWLZVk6J74iMjKS/eijj+h8eFlDQwPbp08fNjs7m508eTK7YsUKlmXpeeINzzzzDDts2DC71/n6+aDMoo/TarU4evQoZs6caXH5zJkzsX//fi+NivAKCgpQWlpqcX6USiUmT55M56eL1NXVAQCioqIA0DnxNoPBgPXr16OpqQnjxo2j8+Fljz76KG6++WZMnz7d4nI6L96Rl5eHpKQkZGRkYPHixbh8+TIA3z8fAbuDS6CorKyEwWBAfHy8xeXx8fEoLS310qgIjz8H9s5PYWGhN4bUrbAsi5UrV2LChAkYPHgwADon3nLq1CmMGzcOra2tCA0NxYYNGzBw4EDhjY7OR9dbv349jh07hpycHJvr6HnS9caMGYPPPvsMffv2RVlZGZ5//nmMHz8eZ86c8fnzQcGin2AYxuJ7lmVtLiPeQ+fHO5YvX46TJ09i7969NtfROela/fr1Q25uLmpra/Htt99i6dKlFlup0vnoWkVFRVixYgW2bt2KoKAgh8fReek6s2fPFv4/ZMgQjBs3Dr169cKnn36KsWPHAvDd80HT0D4uJiYGUqnUJotYXl5u8wmEdD2+ko3OT9f73e9+h++//x47duxAcnKycDmdE+9QKBTo3bs3Ro4ciTVr1mDYsGF466236Hx4ydGjR1FeXo6srCzIZDLIZDLs2rULa9euhUwmE373dF68JyQkBEOGDEFeXp7PP08oWPRxCoUCWVlZyM7Otrg8Ozsb48eP99KoCC8jIwMJCQkW50er1WLXrl10fjyEZVksX74c3333HbZv346MjAyL6+mc+AaWZaHRaOh8eMm0adNw6tQp5ObmCl8jR47E3XffjdzcXPTs2ZPOi5dpNBqcO3cOiYmJvv888VppDXHZ+vXrWblczn788cfs2bNn2ccee4wNCQlhr1y54u2hdQsNDQ3s8ePH2ePHj7MA2Ndff509fvw4W1hYyLIsy7744ousWq1mv/vuO/bUqVPskiVL2MTERLa+vt7LIw9Mv/3tb1m1Ws3u3LmTLSkpEb6am5uFY+icdK1Vq1axu3fvZgsKCtiTJ0+yf/nLX1iJRMJu3bqVZVk6H75CXA3NsnReutrjjz/O7ty5k718+TJ78OBBdu7cuWxYWJjwXu7L54OCRT/xzjvvsGlpaaxCoWBHjBghtAkhnrdjxw4WgM3X0qVLWZblWh4888wzbEJCAqtUKtlJkyaxp06d8u6gA5i9cwGAXbdunXAMnZOutWzZMuH1KTY2lp02bZoQKLIsnQ9fYR0s0nnpWosWLWITExNZuVzOJiUlsQsXLmTPnDkjXO/L54NhWZb1Tk6TEEIIIYT4OlqzSAghhBBCHKJgkRBCCCGEOETBIiGEEEIIcYiCRUIIIYQQ4hAFi4QQQgghxCEKFgkhhBBCiEMULBJCCCGEEIcoWCSEEEIIIQ5RsEgIIYQQQhyiYJEQQkTuu+8+MAxj85Wfn+/toRFCiFfIvD0AQgjxNbNmzcK6dessLouNjbX4XqvVQqFQdOWwCCHEKyizSAghVpRKJRISEiy+pk2bhuXLl2PlypWIiYnBjBkzAABnz57FnDlzEBoaivj4eNxzzz2orKwU7qupqQn33nsvQkNDkZiYiNdeew1TpkzBY489JhzDMAw2btxoMYaIiAj861//Er6/fv06Fi1ahMjISERHR2P+/Pm4cuWKcP19992HBQsW4NVXX0ViYiKio6Px6KOPQqfTCcdoNBo8+eSTSElJgVKpRJ8+ffDxxx+DZVn07t0br776qsUYTp8+DYlEgkuXLnX8l0oI8VsULBJCiIs+/fRTyGQy7Nu3D++//z5KSkowefJkZGZm4siRI9iyZQvKyspw5513Crd54oknsGPHDmzYsAFbt27Fzp07cfToUbcet7m5GVOnTkVoaCh2796NvXv3IjQ0FLNmzYJWqxWO27FjBy5duoQdO3bg008/xb/+9S+LgPPee+/F+vXrsXbtWpw7dw7//Oc/ERoaCoZhsGzZMpts6ieffIKJEyeiV69e7fuFEUICA0sIIUSwdOlSViqVsiEhIcLX7bffzk6ePJnNzMy0OPZvf/sbO3PmTIvLioqKWADshQsX2IaGBlahULDr168Xrq+qqmJVKhW7YsUK4TIA7IYNGyzuR61Ws+vWrWNZlmU//vhjtl+/fqzRaBSu12g0rEqlYn/++Wdh3GlpaaxerxeOueOOO9hFixaxLMuyFy5cYAGw2dnZdn/u4uJiViqVsocOHWJZlmW1Wi0bGxvL/utf/3Lht0YICWS0ZpEQQqxMnToV7733nvB9SEgIlixZgpEjR1ocd/ToUezYsQOhoaE293Hp0iW0tLRAq9Vi3LhxwuVRUVHo16+fW+M5evQo8vPzERYWZnF5a2urxRTxoEGDIJVKhe8TExNx6tQpAEBubi6kUikmT55s9zESExNx880345NPPsHo0aPxww8/oLW1FXfccYdbYyWEBB4KFgkhxEpISAh69+5t93Ixo9GIW265BS+99JLNsYmJicjLy3Pp8RiGAcuyFpeJ1xoajUZkZWXhiy++sLmtuPBGLpfb3K/RaAQAqFSqNsfxwAMP4J577sEbb7yBdevWYdGiRQgODnbpZyCEBC4KFgkhpJ1GjBiBb7/9Funp6ZDJbF9Oe/fuDblcjoMHDyI1NRUAUFNTg4sXL1pk+GJjY1FSUiJ8n5eXh+bmZovH+frrrxEXF4fw8PB2jXXIkCEwGo3YtWsXpk+fbveYOXPmICQkBO+99x5++ukn7N69u12PRQgJLFTgQggh7fToo4+iuroaS5YsweHDh3H58mVs3boVy5Ytg8FgQGhoKO6//3488cQT2LZtG06fPo377rsPEonlS++NN96It99+G8eOHcORI0fw8MMPW2QJ7777bsTExGD+/PnYs2cPCgoKsGvXLqxYsQLXrl1zaazp6elYunQpli1bho0bN6KgoAA7d+7Ef/7zH+EYqVSK++67D6tWrULv3r0tps8JId0XBYuEENJOSUlJ2LdvHwwGA2666SYMHjwYK1asgFqtFgLCV155BZMmTcK8efMwffp0TJgwAVlZWRb389prryElJQWTJk3CXXfdhT/+8Y8W07/BwcHYvXs3UlNTsXDhQgwYMADLli1DS0uLW5nG9957D7fffjseeeQR9O/fHw8++CCamposjrn//vuh1WqxbNmyDvxmCCGBhGGtF8oQQgjxqClTpiAzMxNvvvmmt4diY9++fZgyZQquXbuG+Ph4bw+HEOIDaM0iIYQQaDQaFBUV4W9/+xvuvPNOChQJIQKahiaEEIKvvvoK/fr1Q11dHV5++WVvD4cQ4kNoGpoQQgghhDhEmUVCCCGEEOIQBYuEEEIIIcQhChYJIYQQQohDFCwSQgghhBCHKFgkhBBCCCEOUbBICCGEEEIcomCREEIIIYQ4RMEiIYQQQghx6P8Bq2oZtjn0VY4AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# 创建一个包含两个子图的图形对象，布局为约束布局\n",
    "fig, (ax1, ax2) = plt.subplots(2, 1, layout='constrained')\n",
    "\n",
    "dt = 0.01  # 时间步长为0.01秒\n",
    "t = np.arange(0, 30, dt)  # 生成从0到30秒的时间数组，步长为0.01秒\n",
    "\n",
    "# 固定随机数种子以确保可重复性\n",
    "np.random.seed(19680801)\n",
    "\n",
    "nse1 = np.random.randn(len(t))  # 生成与时间数组长度相同的白噪声1\n",
    "nse2 = np.random.randn(len(t))  # 生成与时间数组长度相同的白噪声2\n",
    "r = np.exp(-t / 0.05)  # 生成指数衰减函数\n",
    "\n",
    "# 通过卷积生成有色噪声1，并乘以时间步长\n",
    "cnse1 = np.convolve(nse1, r, mode='same') * dt\n",
    "# 通过卷积生成有色噪声2，并乘以时间步长\n",
    "cnse2 = np.convolve(nse2, r, mode='same') * dt\n",
    "\n",
    "# 生成包含相干部分和随机部分的两个信号\n",
    "s1 = 0.01 * np.sin(2 * np.pi * 10 * t) + cnse1\n",
    "s2 = 0.01 * np.sin(2 * np.pi * 10 * t) + cnse2\n",
    "\n",
    "# 在第一个子图上绘制两个信号的时间序列\n",
    "ax1.plot(t, s1, t, s2)\n",
    "ax1.set_xlim(0, 5)  # 设置x轴范围为0到5秒\n",
    "ax1.set_xlabel('Time (s)')  # 设置x轴标签为“Time (s)”\n",
    "ax1.set_ylabel('s1 and s2')  # 设置y轴标签为“s1 and s2”\n",
    "ax1.grid(True)  # 启用网格\n",
    "\n",
    "# 在第二个子图上计算并绘制两个信号的互功率谱密度\n",
    "cxy, f = ax2.csd(s1, s2, 256, 1. / dt)\n",
    "ax2.set_ylabel('CSD (dB)')  # 设置y轴标签为“CSD (dB)”\n",
    "\n",
    "plt.show()  # 显示图形"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上述代码中，我们首先使用 `fig, (ax1, ax2) = plt.subplots(2, 1, layout='constrained')` 创建了一个画布。 \n",
    "- `subplots()` 方法的第一个参数是行数，第二个参数是列数，第三个参数是布局方式。这里我们创建了一个 2 行 1 列的画布。\n",
    "- `subplots()` 方法返回一个元组，第一个元素是画布对象，第二个元素是一个包含两个子图对象的列表。我们通过解包的方式将这两个子图对象赋值给了 `ax1` 和 `ax2` 两个变量。\n",
    "\n",
    "然后通过 `ax1.plot(t, s1, t, s2)` 方法绘制了一个折线图。\n",
    "- `ax1.plot()` 代表在 `ax1` 子图上绘制折线图。\n",
    "- `plot()` 方法的第一个参数是 x 轴的数据，第二个参数是 y 轴的数据。这里我们传入了两组 x 轴和 y 轴的数据，所以绘制了两条折线。\n",
    "- `plot()` 方法还可以接收一些参数，用于设置折线的样式。这里我们没有传入这些参数，所以折线的样式是默认的。\n",
    "\n",
    "接着通过 `ax1.set_xlim(0, 5)` 方法设置了子图 `ax1` 的 x 轴范围， 同理也可以使用 `ax1.set_ylim()` 方法设置 y 轴的范围。\n",
    "- `set_xlim()` 方法的第一个参数是 x 轴的最小值，第二个参数是 x 轴的最大值。\n",
    "\n",
    "此外，还可以通过 `xlabel()` 和 `ylabel()` 方法设置 x 轴和 y 轴的标签，通过 `title()` 方法设置图表的标题。\n",
    "\n",
    "`ax2.csd(s1, s2, 256, 1 / dt)` 这句代码在子图 `ax2` 上绘制了一个频谱图。\n",
    "- `csd()` 方法的第一个参数是第一个信号的数据，第二个参数是第二个信号的数据，第三个参数是 FFT 的点数，第四个参数是采样周期。\n",
    "\n",
    "最后通过 `show()` 方法显示图表。\n",
    "\n",
    "\n",
    "### 2.1.1 线形和Markevery\n",
    "\n",
    "折线图的线形可以通过 `plot()` 方法的 `linestyle` 参数设置。简单的线型可以使用字符串 \"solid\"（实线）、\"dotted\"（点线）、\"dashed\"（虚线）或 \"dashdot\"（点划线）来定义。也可以通过提供一个 dash 元组 (offset, (on_off_seq)) 可以实现更精细的控制。例如，(0, (3, 10, 1, 15)) 表示 (3pt 线段, 10pt 空格, 1pt 线段, 15pt 空格)，没有偏移；而 (5, (10, 3)) 表示 (10pt 线段, 3pt 空格)，但跳过第一个 5pt 线段。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "linestyle_str = [\n",
    "     ('solid', 'solid'),      # Same as (0, ()) or '-'\n",
    "     ('dotted', 'dotted'),    # Same as (0, (1, 1)) or ':'\n",
    "     ('dashed', 'dashed'),    # Same as '--'\n",
    "     ('dashdot', 'dashdot')]  # Same as '-.'\n",
    "\n",
    "linestyle_tuple = [\n",
    "     ('loosely dotted',        (0, (1, 10))),\n",
    "     ('dotted',                (0, (1, 1))),\n",
    "     ('densely dotted',        (0, (1, 1))),\n",
    "     ('long dash with offset', (5, (10, 3))),\n",
    "     ('loosely dashed',        (0, (5, 10))),\n",
    "     ('dashed',                (0, (5, 5))),\n",
    "     ('densely dashed',        (0, (5, 1))),\n",
    "\n",
    "     ('loosely dashdotted',    (0, (3, 10, 1, 10))),\n",
    "     ('dashdotted',            (0, (3, 5, 1, 5))),\n",
    "     ('densely dashdotted',    (0, (3, 1, 1, 1))),\n",
    "\n",
    "     ('dashdotdotted',         (0, (3, 5, 1, 5, 1, 5))),\n",
    "     ('loosely dashdotdotted', (0, (3, 10, 1, 10, 1, 10))),\n",
    "     ('densely dashdotdotted', (0, (3, 1, 1, 1, 1, 1)))]\n",
    "\n",
    "\n",
    "def plot_linestyles(ax, linestyles, title):\n",
    "    X, Y = np.linspace(0, 100, 10), np.zeros(10)\n",
    "    yticklabels = []\n",
    "\n",
    "    for i, (name, linestyle) in enumerate(linestyles):\n",
    "        ax.plot(X, Y+i, linestyle=linestyle, linewidth=1.5, color='black')\n",
    "        yticklabels.append(name)\n",
    "\n",
    "    ax.set_title(title)\n",
    "    ax.set(ylim=(-0.5, len(linestyles)-0.5),\n",
    "           yticks=np.arange(len(linestyles)),\n",
    "           yticklabels=yticklabels)\n",
    "    ax.tick_params(left=False, bottom=False, labelbottom=False)\n",
    "    ax.spines[:].set_visible(False)\n",
    "\n",
    "    # For each line style, add a text annotation with a small offset from\n",
    "    # the reference point (0 in Axes coords, y tick value in Data coords).\n",
    "    for i, (name, linestyle) in enumerate(linestyles):\n",
    "        ax.annotate(repr(linestyle),\n",
    "                    xy=(0.0, i), xycoords=ax.get_yaxis_transform(),\n",
    "                    xytext=(-6, -12), textcoords='offset points',\n",
    "                    color=\"blue\", fontsize=8, ha=\"right\", family=\"monospace\")\n",
    "\n",
    "\n",
    "fig, (ax0, ax1) = plt.subplots(2, 1, figsize=(10, 8), height_ratios=[1, 3])\n",
    "\n",
    "plot_linestyles(ax0, linestyle_str[::-1], title='Named linestyles')\n",
    "plot_linestyles(ax1, linestyle_tuple[::-1], title='Parametrized linestyles')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`Line2D` 的 `markevery` 属性允许在数据点的子集上绘制标记。`markevery` 参数的值可以是一个整数，也可以是一个元组。如果是整数，表示每隔多少个点绘制一个标记；如果是元组，表示从第几个点开始绘制标记，以及每隔多少个点绘制一个标记。\n",
    "\n",
    "简而言之，`markevery` 参数的值可以是以下几种类型：\n",
    "\n",
    "- 单个整数 N 表示每 N 个标记绘制一个。\n",
    "- 整数元组 (start, N) 表示从数据索引 start 开始，每 N 个标记绘制一个。\n",
    "- 整数列表表示在指定的索引处绘制标记。\n",
    "- 切片表示在切片的索引处绘制标记。\n",
    "- 浮点数指定标记之间的距离，作为屏幕空间中坐标轴对角线的分数。这将导致沿线的点在视觉上均匀分布，无论比例和缩放如何。\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# define a list of markevery cases to plot\n",
    "cases = [\n",
    "    None,\n",
    "    8,\n",
    "    (30, 8),\n",
    "    [16, 24, 32],\n",
    "    [0, -1],\n",
    "    slice(100, 200, 3),\n",
    "    0.1,\n",
    "    0.4,\n",
    "    (0.2, 0.4)\n",
    "]\n",
    "\n",
    "# data points\n",
    "delta = 0.11\n",
    "x = np.linspace(0, 10 - 2 * delta, 200) + delta\n",
    "y = np.sin(x) + 1.0 + delta\n",
    "\n",
    "fig, axs = plt.subplots(3, 3, figsize=(10, 6), layout='constrained')\n",
    "for ax, markevery in zip(axs.flat, cases):\n",
    "    ax.set_title(f'markevery={markevery}')\n",
    "    ax.plot(x, y, 'o', ls='-', ms=4, markevery=markevery)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.1.2 带误差棒的折线图\n",
    "\n",
    "有时候我们需要在折线图上显示误差棒，以反映数据的不确定性。下面我们通过一个例子来介绍如何绘制带误差棒的折线图。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# example data\n",
    "x = np.arange(0.1, 4, 0.1)\n",
    "y1 = np.exp(-1.0 * x)\n",
    "y2 = np.exp(-0.5 * x)\n",
    "\n",
    "# example variable error bar values\n",
    "y1err = 0.1 + 0.1 * np.sqrt(x)\n",
    "y2err = 0.1 + 0.1 * np.sqrt(x/2)\n",
    "\n",
    "\n",
    "fig, (ax0, ax1, ax2) = plt.subplots(nrows=1, ncols=3, sharex=True,\n",
    "                                    figsize=(12, 6))\n",
    "\n",
    "ax0.set_title('all errorbars')\n",
    "ax0.errorbar(x, y1, yerr=y1err)\n",
    "ax0.errorbar(x, y2, yerr=y2err)\n",
    "\n",
    "ax1.set_title('only every 6th errorbar')\n",
    "ax1.errorbar(x, y1, yerr=y1err, errorevery=6)\n",
    "ax1.errorbar(x, y2, yerr=y2err, errorevery=6)\n",
    "\n",
    "ax2.set_title('second series shifted by 3')\n",
    "ax2.errorbar(x, y1, yerr=y1err, errorevery=(0, 6))\n",
    "ax2.errorbar(x, y2, yerr=y2err, errorevery=(3, 6))\n",
    "\n",
    "fig.suptitle('Errorbar subsampling')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`errorbar()` 方法的第一个参数是 x 轴的数据，第二个参数是 y 轴的数据，第三个参数 `yerr` 是 y 轴的误差数据，此外还可以传入 `xerr` 参数，用于设置 x 轴的误差数据。\n",
    "\n",
    "上述代码主要通过不同的 `errorevery` 参数值来设置误差棒的密度。\n",
    "- default: `errorevery=1` 表示每个数据点都显示误差棒。\n",
    "- `errorevery=6` 表示每隔 6 个数据点显示一个误差棒。\n",
    "- `errorevery` 参数的值越大，误差棒的密度越小。\n",
    "- `errorevery=(0, 6)` 表示从第一个数据点开始，每隔 6 个数据点显示一个误差棒。 `errorevery=(3, 6)` 表示从第 4 个数据点（索引为 3）开始，每隔 6 个数据点显示一个误差棒。\n",
    "\n",
    "\n",
    "有时我们需要在误差棒上使用箭头表示误差的**上下限**，可以通过 `uplims` 和 `lolims` 参数来设置。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x26e621d5550>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "x = np.arange(10)  # 生成一个包含 0 到 9 的数组\n",
    "y = 2.5 * np.sin(x / 20 * np.pi)  # 计算 y 值，使用正弦函数\n",
    "yerr = np.linspace(0.05, 0.3, 10)  # 生成一个包含 0.05 到 0.2 的数组，作为 y 误差\n",
    "\n",
    "fig = plt.figure()  # 创建一个新的图形对象\n",
    "\n",
    "plt.errorbar(x, y + 3, yerr=yerr, label='both limits (default)')  # 绘制带有误差棒的折线图，标签为 'both limits (default)'\n",
    "\n",
    "plt.errorbar(x, y + 2, yerr=yerr, uplims=True, label='uplims=True')  # 绘制带有上限误差棒的折线图，标签为 'uplims=True'\n",
    "\n",
    "plt.errorbar(x, y + 1, yerr=yerr, uplims=True, lolims=True,  # 绘制带有上下限误差棒的折线图，标签为 'uplims=True, lolims=True'\n",
    "             label='uplims=True, lolims=True')\n",
    "\n",
    "upperlimits = [True, False] * 5  # 定义上限误差棒的布尔数组\n",
    "lowerlimits = [False, True] * 5  # 定义下限误差棒的布尔数组\n",
    "plt.errorbar(x, y, yerr=yerr, uplims=upperlimits, lolims=lowerlimits,  # 绘制带有子集上下限误差棒的折线图\n",
    "             label='subsets of uplims and lolims')\n",
    "\n",
    "plt.legend(loc='lower right')  # 显示图例，位置在右下角"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上述代码首先生成 `x` 和 `y` 两组数据，并且生成了 `yerr` 误差数据。\n",
    "\n",
    "然后通过 `errorbar()` 方法绘制带误差棒的折线图。\n",
    "- `errorbar()` 方法的第一个参数是 x 轴的数据，第二个参数是 y 轴的数据，第三个参数 `yerr` 是 y 轴的误差数据，此外还可以传入 `xerr` 参数，用于设置 x 轴的误差数据。\n",
    "- `errorbar()` 方法还可以接收一些参数，用于设置误差棒的样式。这里我们没有传入这些参数，所以误差棒的样式是默认的。\n",
    "- `errorbar()` 方法可以接受 `lolims`, `uplims`, `xlolims`, `xuplims` 参数，用于设置误差棒的方向，分别代表 y 轴下限、上限、x 轴下限、上限。当这些参数为 True 时，表示不显示对应方向的误差棒。\n",
    "\n",
    "对于第一条蓝色的误差折线图，没有进行额外的参数设置，所以误差棒的样式是默认的。\n",
    "\n",
    "对于第二条黄色的误差折线图，我们设置了 `uplims=True` 参数，所以屏蔽上限的误差棒，只显示下限的误差棒。\n",
    "\n",
    "对于第三条绿色的误差折线图，我们设置了 `uplims=True, lolims=True` 参数，表示既不显示下限，也不显示上限。\n",
    "\n",
    "对于第四条红色的误差折线图，使用数组进行了误差棒的设置，`uplims` 和 `lolims` 分别接收两个数组，交叉显示上限和下限的误差棒。\n",
    "\n",
    "\n",
    "下面是 显示 `x` 轴误差棒的代码："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "x = np.arange(10) / 10\n",
    "y = (x + 0.1)**2\n",
    "\n",
    "plt.errorbar(x, y, xerr=0.1, xlolims=True, label='xlolims=True')\n",
    "y = (x + 0.1)**3\n",
    "\n",
    "plt.errorbar(x + 0.6, y, xerr=0.1, xuplims=upperlimits, xlolims=lowerlimits,\n",
    "             label='subsets of xuplims and xlolims')\n",
    "\n",
    "y = (x + 0.1)**4\n",
    "plt.errorbar(x + 1.2, y, xerr=0.1, xuplims=True, label='xuplims=True')\n",
    "\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.1.3 区间填充和透明度\n",
    "\n",
    "`fill_between` 是 Matplotlib 中的一个常用方法，用于在两个曲线之间填充区域。这种方式可以帮助我们更好地展示数据范围或不确定性区域等。我们可以通过调整透明度 (`alpha`) 来改变填充区域的显示效果。\n",
    "- `x` 参数是 x 轴的数据，`y1` 和 `y2` 分别是两条曲线的 y 轴数据。\n",
    "- `where` 参数用于设置填充区域的条件，当 `where` 参数为 True 时，填充区域才会显示。默认情况下，填充区域是两条曲线之间的区域。\n",
    "- `interpolate` 参数用于设置填充区域的插值方式，可以设置为 `True` 或 `False`。当 `interpolate=True` 时，填充区域会进行插值，使得填充区域更加平滑。\n",
    "- `alpha` 参数用于设置填充区域的透明度，取值范围是 0 到 1，0 表示完全透明，1 表示完全不透明。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "import matplotlib.cbook as cbook\n",
    "\n",
    "# 加载一些示例金融数据\n",
    "r = cbook.get_sample_data('goog.npz')['price_data']\n",
    "# 创建两个共享 x 轴和 y 轴的子图\n",
    "fig, (ax1, ax2) = plt.subplots(1, 2, sharex=True, sharey=True)\n",
    "\n",
    "pricemin = r[\"close\"].min()  # 获取收盘价的最小值\n",
    "\n",
    "ax1.plot(r[\"date\"], r[\"close\"], lw=2)  # 在第一个子图上绘制折线图\n",
    "ax2.fill_between(x=r[\"date\"], y1=pricemin, y2=r[\"close\"], alpha=0.7)  # 在第二个子图上绘制填充图\n",
    "\n",
    "for ax in ax1, ax2:  # 对两个子图进行设置\n",
    "    ax.grid(True)  # 启用网格\n",
    "    ax.label_outer()  # 只显示外部标签\n",
    "\n",
    "ax1.set_ylabel('price')  # 设置第一个子图的 y 轴标签为 'price'\n",
    "\n",
    "fig.suptitle('Google (GOOG) daily closing price')  # 设置图表的总标题\n",
    "fig.autofmt_xdate()  # 自动调整 x 轴日期标签的格式"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下面这段代码的功能是模拟两组随机游走者的运动，并绘制它们的平均位置及标准差的变化曲线，最后用 `fill_between` 填充两组随机游走者位置随时间变化的均值曲线与其标准差之间的区域。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 固定随机状态以确保结果可重复\n",
    "np.random.seed(19680801)\n",
    "\n",
    "Nsteps, Nwalkers = 100, 250\n",
    "t = np.arange(Nsteps)\n",
    "\n",
    "# 一个 (Nsteps x Nwalkers) 的随机游走步数数组\n",
    "S1 = 0.004 + 0.02*np.random.randn(Nsteps, Nwalkers)\n",
    "S2 = 0.002 + 0.01*np.random.randn(Nsteps, Nwalkers)\n",
    "\n",
    "# 一个 (Nsteps x Nwalkers) 的随机游走者位置数组\n",
    "X1 = S1.cumsum(axis=0)\n",
    "X2 = S2.cumsum(axis=0)\n",
    "\n",
    "# Nsteps 长度的数组，表示两个群体随时间变化的经验均值和标准差\n",
    "mu1 = X1.mean(axis=1)\n",
    "sigma1 = X1.std(axis=1)\n",
    "mu2 = X2.mean(axis=1)\n",
    "sigma2 = X2.std(axis=1)\n",
    "\n",
    "# 绘制图形！\n",
    "fig, ax = plt.subplots(1,figsize=(14, 6))\n",
    "ax.plot(t, mu1, lw=2, label='mean population 1')\n",
    "ax.plot(t, mu2, lw=2, label='mean population 2')\n",
    "ax.fill_between(t, mu1+sigma1, mu1-sigma1, facecolor='C0', alpha=0.4)\n",
    "ax.fill_between(t, mu2+sigma2, mu2-sigma2, facecolor='C1', alpha=0.4)\n",
    "ax.set_title(r'random walkers empirical $\\mu$ and $\\pm \\sigma$ interval')\n",
    "ax.legend(loc='upper left')\n",
    "ax.set_xlabel('num steps')\n",
    "ax.set_ylabel('position')\n",
    "ax.grid()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们还可以通过控制 `where` 参数来设置填充区域的条件。例如，`where=(y1 > y2)` 表示只有当第一条曲线的 y 值大于第二条曲线的 y 值时，才填充区域。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 固定随机状态以确保结果可重复\n",
    "np.random.seed(1)\n",
    "\n",
    "# 定义步数\n",
    "Nsteps = 500\n",
    "# 创建一个从0到Nsteps-1的数组，表示时间步\n",
    "t = np.arange(Nsteps)\n",
    "\n",
    "# 定义均值和标准差\n",
    "mu = 0.002\n",
    "sigma = 0.01\n",
    "\n",
    "# 生成步长和位置\n",
    "# 生成一个正态分布的随机数数组，均值为mu，标准差为sigma\n",
    "S = mu + sigma * np.random.randn(Nsteps)\n",
    "# 计算步长的累积和，得到位置\n",
    "X = S.cumsum()\n",
    "\n",
    "# 计算1 sigma的上下界\n",
    "# 计算下界：均值减去标准差乘以时间步的平方根\n",
    "lower_bound = mu * t - sigma * np.sqrt(t)\n",
    "# 计算上界：均值加上标准差乘以时间步的平方根\n",
    "upper_bound = mu * t + sigma * np.sqrt(t)\n",
    "\n",
    "# 创建一个图形和一个子图\n",
    "fig, ax = plt.subplots(1)\n",
    "# 绘制步行者位置的折线图\n",
    "ax.plot(t, X, lw=2, label='walker position')\n",
    "# 绘制人口均值的折线图\n",
    "ax.plot(t, mu * t, lw=1, label='population mean', color='C0', ls='--')\n",
    "# 填充1 sigma范围内的区域\n",
    "ax.fill_between(t, lower_bound, upper_bound, facecolor='C0', alpha=0.4, label='1 sigma range')\n",
    "# 添加图例，位置在左上角\n",
    "ax.legend(loc='upper left')\n",
    "\n",
    "# 使用where参数仅填充步行者位置超过1 sigma边界的区域\n",
    "# 填充步行者位置超过上界的区域，颜色为红色，透明度为0.4\n",
    "ax.fill_between(t, upper_bound, X, where=X > upper_bound, fc='red', alpha=0.4)\n",
    "# 填充步行者位置低于下界的区域，颜色为红色，透明度为0.4\n",
    "ax.fill_between(t, lower_bound, X, where=X < lower_bound, fc='red', alpha=0.4)\n",
    "# 设置x轴标签为“步数”\n",
    "ax.set_xlabel('num steps')\n",
    "# 设置y轴标签为“位置”\n",
    "ax.set_ylabel('position')\n",
    "# 显示网格\n",
    "ax.grid()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "import matplotlib.ticker as mticker\n",
    "\n",
    "# 联合国世界人口展望（2019年修订版）的数据\n",
    "# https://population.un.org/wpp/, 许可证: CC BY 3.0 IGO\n",
    "# 定义年份列表\n",
    "year = [1950, 1960, 1970, 1980, 1990, 2000, 2010, 2018]\n",
    "# 定义各大洲的人口数据（单位：十亿）\n",
    "population_by_continent = {\n",
    "    'Africa': [.228, .284, .365, .477, .631, .814, 1.044, 1.275],\n",
    "    'the Americas': [.340, .425, .519, .619, .727, .840, .943, 1.006],\n",
    "    'Asia': [1.394, 1.686, 2.120, 2.625, 3.202, 3.714, 4.169, 4.560],\n",
    "    'Europe': [.220, .253, .276, .295, .310, .303, .294, .293],\n",
    "    'Oceania': [.012, .015, .019, .022, .026, .031, .036, .039],\n",
    "}\n",
    "\n",
    "# 创建一个图形和一个子图\n",
    "fig, ax = plt.subplots()\n",
    "# 绘制堆叠面积图\n",
    "ax.stackplot(year, population_by_continent.values(),\n",
    "             labels=population_by_continent.keys(), alpha=0.8)\n",
    "# 添加图例，位置在左上角，顺序反转\n",
    "ax.legend(loc='upper left', reverse=True)\n",
    "# 设置图表标题\n",
    "ax.set_title('World population')\n",
    "# 设置x轴标签为“Year”\n",
    "ax.set_xlabel('Year')\n",
    "# 设置y轴标签为“Number of people (billions)”\n",
    "ax.set_ylabel('Number of people (billions)')\n",
    "# 添加每2亿人一个刻度的次刻度\n",
    "ax.yaxis.set_minor_locator(mticker.MultipleLocator(.2))\n",
    "\n",
    "# 显示图表\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.2 柱状图\n",
    "柱状图是一种常见的图表类型，用于反映不同类别之间的数量关系。\n",
    "\n",
    "柱状图相比于折线图，更适合用于展示不同类别之间的数量关系。下面我们通过一个例子来介绍如何绘制柱状图。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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HR5iamoo+ffqIixcvKvUp6f3Kz88X8+bNE40bNxba2tqidu3aYtCgQSIpKUmpn4eHh2jevHm56qU3m0KIIk/8IiLZUygUCAgIwLJly8rsV/g8lpiYmHI/YbokH374IU6cOIHExERoa2tXej1lycnJga2tLd5++2383//9X5Vsg4heT7yMRURVIjs7G6dPn8bJkyexfft2LFq0qEqCzn///YcrV64gIiICd+/exZdffqnybRDR641hh4iqRHJyMtzd3WFiYoJRo0ZhzJgxVbKd3bt3Y+jQobC0tMTy5cvLfbs5Eb05eBmLiIiIZI23nhMREZGsMewQERGRrDHsEBERkaxxgDKAgoIC/PvvvzA2Nuajx4mIiF4TQgg8evQIVlZW0NAo/fwNww6efd+KtbW1ussgIiKiSkhKSirzy2kZdvDs0f3AszfLxMREzdUQERFReWRkZMDa2lr6O14ahh3871tzTUxMGHaIiIheMy8agsIBykRERCRrDDtEREQkaww7REREJGscs0NERFQKIQTy8vKQn5+v7lLeSJqamtDS0nrpx8Iw7BAREZUgJycHycnJyMzMVHcpbzQDAwNYWlpCR0en0utg2CEiIiqioKAACQkJ0NTUhJWVFXR0dPjQ2VdMCIGcnBz8999/SEhIgIODQ5kPDiwLww4REVEROTk5KCgogLW1NQwMDNRdzhtLX18f2trauHXrFnJycqCnp1ep9XCAMhERUSkqeyaBVEcVx4BHkYiIiGSNYYeIiIhkTa1h5/Dhw/D29oaVlRUUCgV+/fVXpflCCISEhMDKygr6+vrw9PTExYsXlfpkZ2djzJgxqF27NgwNDdG7d2/cuXPnFe4FERHRq3Hw4EEoFAo8fPjwlW43MjISZmZmr3SbqqTWsPPkyRO0atUKy5YtK3H+/PnzsWjRIixbtgwxMTGwsLBA586d8ejRI6nPuHHjsH37dmzevBl//fUXHj9+jF69evGZCEREpFZ+fn5QKBTFXtevX6/0Ot3d3ZGcnAxTU1MAr38IeVXUejdW9+7d0b179xLnCSEQFhaGKVOmoG/fvgCAdevWwdzcHBs3bsSoUaOQnp6ONWvW4Mcff8R7770HAPjpp59gbW2NP/74A127dn1l+0JERFRUt27dEBERodRWp06dYv1ycnLK9RwZHR0dWFhYqKy+Vyk3Nxfa2tpq2Xa1HbOTkJCAlJQUdOnSRWrT1dWFh4cHjh07BgCIjY1Fbm6uUh8rKyu0aNFC6lOS7OxsZGRkKL2IiIhUTVdXFxYWFkovTU1NeHp6IjAwEOPHj0ft2rXRuXNnJCYmQqFQIC4uTlr+4cOHUCgUOHjwIADly1gHDx7E0KFDkZ6eLp01CgkJKbWWnTt3wtXVFXp6eqhdu7Z0IgEA0tLS4Ovrixo1asDAwADdu3fHtWvXyty38PBwNGrUCDo6OmjSpAl+/PFHpfkKhQIrVqxAnz59YGhoiNmzZ1f4/VOVavucnZSUFACAubm5Uru5uTlu3bol9dHR0UGNGjWK9SlcviRz5szBzJkzVVwxvWlsv9yt7hLeWIlze6q7BKKXtm7dOnz22Wc4evQohBAVXt7d3R1hYWGYPn06rly5AgAwMjIqse/u3bvRt29fTJkyBT/++CNycnKwe/f/PsP8/Pxw7do17Ny5EyYmJpg0aRJ69OiBS5culXg2Zvv27QgKCkJYWBjee+897Nq1C0OHDkX9+vXRsWNHqd+MGTMwZ84cLF68GJqamhXeR1WptmGnUNEnVgohXvgUyxf1mTx5MsaPHy9NZ2RkwNra+uUKJSIiKmLXrl1KAaR79+7YsmULAMDe3h7z58+X5iUmJlZo3To6OjA1NYVCoXjhpa1vvvkGn3zyidJ/9Fu1agUAUsg5evQo3N3dAQAbNmyAtbU1fv31V3z88cfF1rdw4UL4+flh9OjRAIDx48fjxIkTWLhwoVLY8fHxgb+/f4X2qypU28tYhQeu6Bma1NRU6WyPhYUFcnJykJaWVmqfkujq6sLExETpRUREpGodO3ZEXFyc9FqyZIk0z9XV9ZXVERcXBy8vrxLnxcfHQ0tLC+3bt5faatWqhSZNmiA+Pr7UZd566y2ltrfeeqtY/1e5j2WptmHHzs4OFhYWiI6OltpycnJw6NAhKXm2adMG2traSn2Sk5Nx4cIFqQ8REZG6GBoawt7eXnpZWloqzXte4ZOCn7+klZubq5I69PX1S51X2iW0F10lKc+Vl6L7qC5qDTuPHz+W0i7wbFByXFwcbt++DYVCgXHjxiE0NBTbt2/HhQsX4OfnBwMDA/j4+AAATE1NMWzYMEyYMAH79+/HmTNnMGjQILRs2VK6O4uIiOh1UHiXVnJystT2/GDlkujo6JTrUStOTk7Yv39/ifOaNWuGvLw8/P3331Lb/fv3cfXqVTg6Opa4jKOjI/766y+ltmPHjpXaX93UOmbn1KlTStf2CsfRDBkyBJGRkQgODkZWVhZGjx6NtLQ0tG/fHlFRUTA2NpaWWbx4MbS0tNCvXz9kZWXBy8sLkZGRah0IRUREVFH6+vro0KED5s6dC1tbW9y7dw9Tp04tcxlbW1s8fvwY+/fvR6tWrWBgYFDiF5fOmDEDXl5eaNSoET755BPk5eXh999/R3BwMBwcHNCnTx+MGDECP/zwA4yNjfHll1+iXr166NOnT4nbnThxIvr16wcXFxd4eXnht99+w7Zt2/DHH3+o5L1QNbWe2fH09IQQotgrMjISAKTb6JKTk/H06VMcOnQILVq0UFqHnp4eli5divv37yMzMxO//fYbBxsTEdFrae3atcjNzYWrqyuCgoJeeLu2u7s7Pv30U/Tv3x916tRRGvD8PE9PT2zZsgU7d+6Es7MzOnXqpHQmJyIiAm3atEGvXr3g5uYGIQT27NlT6nNx3n//fXz33XdYsGABmjdvjh9++AERERHw9PSs9L5XJYWozP1uMpORkQFTU1Okp6dzsDKVG289Vx/eek5V7enTp0hISICdnR309PTUXc4braxjUd6/39V2gDIRERGRKjDsEBERkawx7BAREZGsMewQERGRrDHsEBERkawx7BAREZGsMewQERGRrDHsEBERkawx7BAREZGsqfW7sYiIiF438U1f3ZddOl6Of2XbKsrT0xPOzs4ICwtTWw2qwjM7REREJGsMO0RERDKWk5Oj7hLUjmGHiIhIRjw9PREYGIjx48ejdu3a6Ny5My5duoQePXrAyMgI5ubmGDx4MO7duyct8+TJE/j6+sLIyAiWlpb49ttv1bgHqsewQ0REJDPr1q2DlpYWjh49irlz58LDwwPOzs44deoU9u7di7t376Jfv35S/4kTJ+LAgQPYvn07oqKicPDgQcTGxqpxD1SLA5SJiIhkxt7eHvPnzwcATJ8+HS4uLggNDZXmr127FtbW1rh69SqsrKywZs0arF+/Hp07dwbwLCzVr19fLbVXBYYdIiIimXF1dZX+HRsbiwMHDsDIyKhYvxs3biArKws5OTlwc3OT2mvWrIkmTZq8klpfBYYdIiIimTE0NJT+XVBQAG9vb8ybN69YP0tLS1y7du1VlqYWDDtEREQy5uLigq1bt8LW1hZaWsX/7Nvb20NbWxsnTpxAgwYNAABpaWm4evUqPDw8XnW5VYIDlImIiGQsICAADx48wIABA3Dy5EncvHkTUVFR8Pf3R35+PoyMjDBs2DBMnDgR+/fvx4ULF+Dn5wcNDflEBJ7ZISIiqgB1PtW4MqysrHD06FFMmjQJXbt2RXZ2NmxsbNCtWzcp0CxYsACPHz9G7969YWxsjAkTJiA9PV3NlauOQggh1F2EumVkZMDU1BTp6ekwMTFRdzn0mrD9cre6S3hjJc7tqe4SSOaePn2KhIQE2NnZQU9PT93lvNHKOhbl/fstn3NURERERCVg2CEiIiJZY9ghIiIiWWPYISIiIllj2CEiIiJZY9ghIiIiWWPYISIiIllj2CEiIiJZY9ghIiIiWePXRRAREVXAq3x6emWeFu7p6QlnZ2eEhYWVON/W1hbjxo3DuHHjXq641wjP7BAREZGsMewQERGRrDHsEBERyUxeXh4CAwNhZmaGWrVqYerUqSjpe78TExOhUCgQFxcntT18+BAKhQIHDx6U2i5duoQePXrAyMgI5ubmGDx4MO7du/cK9kQ1GHaIiIhkZt26ddDS0sLff/+NJUuWYPHixVi9enWl1pWcnAwPDw84Ozvj1KlT2Lt3L+7evYt+/fqpuOqqwwHKREREMmNtbY3FixdDoVCgSZMmOH/+PBYvXowRI0ZUeF3h4eFwcXFBaGio1LZ27VpYW1vj6tWraNy4sSpLrxI8s0NERCQzHTp0gEKhkKbd3Nxw7do15OfnV3hdsbGxOHDgAIyMjKRX06ZNAQA3btxQWc1ViWd2iIiI3lAaGs/OeTw/nic3N1epT0FBAby9vTFv3rxiy1taWlZtgSrCsENERCQzJ06cKDbt4OAATU1NpfY6deoAeDYup3Xr1gCgNFgZAFxcXLB161bY2tpCS+v1jA28jEVERCQzSUlJGD9+PK5cuYJNmzZh6dKlCAoKKtZPX18fHTp0wNy5c3Hp0iUcPnwYU6dOVeoTEBCABw8eYMCAATh58iRu3ryJqKgo+Pv7V+qymDq8nhGNiIhITSrzVONXzdfXF1lZWWjXrh00NTUxZswYjBw5ssS+a9euhb+/P1xdXdGkSRPMnz8fXbp0keZbWVnh6NGjmDRpErp27Yrs7GzY2NigW7du0mWw6o5hh4iISEaefz5OeHh4sfmJiYlK046Ojjh+/LhSW9Fn8jg4OGDbtm0qq/FVez0iGREREVElMewQERGRrDHsEBERkawx7BAREZGsMewQERGRrDHsEBERkawx7BAREZGsMewQERGRrDHsEBERkazxCcpEREQV0HJdy1e2rfNDzr+ybckZz+wQERGRrDHsEBERvcFycnLUXUKVY9ghIiKSkUePHmHgwIEwNDSEpaUlFi9eDE9PT4wbNw4AYGtri9mzZ8PPzw+mpqYYMWIEAODYsWN49913oa+vD2tra4wdOxZPnjyR1puTk4Pg4GDUq1cPhoaGaN++vdKXjkZGRsLMzAz79u2Do6MjjIyM0K1bNyQnJ7/K3S8Rww4REZGMjB8/HkePHsXOnTsRHR2NI0eO4PTp00p9FixYgBYtWiA2NhbTpk3D+fPn0bVrV/Tt2xfnzp3Dzz//jL/++guBgYHSMkOHDsXRo0exefNmnDt3Dh9//DG6deuGa9euSX0yMzOxcOFC/Pjjjzh8+DBu376NL7744pXte2k4QJmIiEgmHj16hHXr1mHjxo3w8vICAERERMDKykqpX6dOnZRCiK+vL3x8fKSzPw4ODliyZAk8PDwQHh6Of/75B5s2bcKdO3ekdX3xxRfYu3cvIiIiEBoaCgDIzc3FihUr0KhRIwBAYGAgZs2aVdW7/UIMO0RERDJx8+ZN5Obmol27dlKbqakpmjRpotTP1dVVaTo2NhbXr1/Hhg0bpDYhBAoKCpCQkIALFy5ACIHGjRsrLZednY1atWpJ0wYGBlLQAQBLS0ukpqaqZN9eBsMOERGRTAghAAAKhaLE9kKGhoZK0wUFBRg1ahTGjh1bbJ0NGjTAuXPnoKmpidjYWGhqairNNzIykv6tra2tNE+hUBTbtjpU6zE7eXl5mDp1Kuzs7KCvr4+GDRti1qxZKCgokPoIIRASEgIrKyvo6+vD09MTFy9eVGPVRERE6tGoUSNoa2vj5MmTUltGRobSuJqSuLi44OLFi7C3ty/20tHRQevWrZGfn4/U1NRi8y0sLKp6t15atQ478+bNw4oVK7Bs2TLEx8dj/vz5WLBgAZYuXSr1mT9/PhYtWoRly5YhJiYGFhYW6Ny5Mx49eqTGyomIiF49Y2NjDBkyBBMnTsSBAwdw8eJF+Pv7Q0NDo9jZnudNmjQJx48fR0BAAOLi4nDt2jXs3LkTY8aMAQA0btwYAwcOhK+vL7Zt24aEhATExMRg3rx52LNnz6vavUqr1pexjh8/jj59+qBnz54Ant0ut2nTJpw6dQrAs7M6YWFhmDJlCvr27QsAWLduHczNzbFx40aMGjVKbbUTEZE8VfenGi9atAiffvopevXqBRMTEwQHByMpKQl6enqlLuPk5IRDhw5hypQpeOeddyCEQKNGjdC/f3+pT0REBGbPno0JEybgn3/+Qa1ateDm5oYePXq8it16KQpRHS6mlWLu3LlYsWIFoqKi0LhxY5w9exZdunRBWFgYBgwYgJs3b6JRo0Y4ffo0WrduLS3Xp08fmJmZYd26dSWuNzs7G9nZ2dJ0RkYGrK2tkZ6eDhMTkyrfL5IH2y93q7uEN1bi3J7qLoFk7unTp0hISICdnV2ZIeF18OTJE9SrVw/ffvsthg0bpu5yKqysY5GRkQFTU9MX/v2u1md2Jk2ahPT0dDRt2hSamprIz8/HN998gwEDBgAAUlJSAADm5uZKy5mbm+PWrVulrnfOnDmYOXNm1RVORESkJmfOnMHly5fRrl07pKenS7d+9+nTR82VqU+1HrPz888/46effsLGjRtx+vRprFu3DgsXLix2xqakUedlXZucPHky0tPTpVdSUlKV1E9ERKQOCxcuRKtWrfDee+/hyZMnOHLkCGrXrq3ustSmWp/ZmThxIr788kt88sknAICWLVvi1q1bmDNnDoYMGSKNAE9JSYGlpaW0XGpqarGzPc/T1dWFrq5u1RZPRESkBq1bt0ZsbKy6y6hWqvWZnczMTGhoKJeoqakp3XpuZ2cHCwsLREdHS/NzcnJw6NAhuLu7v9JaiYiIqHqq1md2vL298c0336BBgwZo3rw5zpw5g0WLFsHf3x/As8tX48aNQ2hoKBwcHODg4IDQ0FAYGBjAx8dHzdUTERFRdVCtw87SpUsxbdo0jB49GqmpqbCyssKoUaMwffp0qU9wcDCysrIwevRopKWloX379oiKioKxsbEaKyciIqLqolrfev6qlPfWNaLn8dZz9eGt51TV5HTr+etOFbeeV+sxO0REREQvi2GHiIiIZK1aj9khIiKqdkJMX+G20l/dtmSMZ3aIiIhI1hh2iIiI3lBCCOTl5am7jCrHsENERCQj2dnZGDt2LOrWrQs9PT28/fbbiImJAQAcPHgQCoUC+/btg6urK3R1dXHkyBHcuHEDffr0gbm5OYyMjNC2bVv88ccfSuu1tbVFaGgo/P39YWxsjAYNGmDlypVKfY4dOwZnZ2fo6enB1dUVv/76KxQKBeLi4qQ+ly5dQo8ePWBkZARzc3MMHjwY9+7dq9L3hGGHiIhIRoKDg7F161asW7cOp0+fhr29Pbp27YoHDx4o9ZkzZw7i4+Ph5OSEx48fo0ePHvjjjz9w5swZdO3aFd7e3rh9+7bSur/99lu4urrizJkzGD16ND777DNcvnwZAPDo0SN4e3ujZcuWOH36NL7++mtMmjRJafnk5GR4eHjA2dkZp06dwt69e3H37l3069evSt8TDlAmIiKSiSdPniA8PByRkZHo3r07AGDVqlWIjo7GmjVr0LZtWwDArFmz0LlzZ2m5WrVqoVWrVtL07NmzsX37duzcuROBgYFSe48ePTB69GgAwKRJk7B48WIcPHgQTZs2xYYNG6BQKLBq1Sro6emhWbNm+OeffzBixAhp+fDwcLi4uCA0NFRqW7t2LaytrXH16lU0bty4St4XntkhIiKSiRs3biA3NxdvvfWW1KatrY127dohPj5eanN1dVVa7smTJwgODkazZs1gZmYGIyMjXL58udiZHScnJ+nfCoUCFhYWSE1NBQBcuXIFTk5OSg/+a9eundLysbGxOHDgAIyMjKRX06ZNpdqrCs/sEBERyUThlyIoFIpi7c+3GRoaKs2fOHEi9u3bh4ULF8Le3h76+vr46KOPkJOTo9RPW1tbaVqhUEhfzl10G8/XU6igoADe3t6YN29esdotLS3Ls4uVwjM7REREMmFvbw8dHR389ddfUltubi5OnToFR0fHUpc7cuQI/Pz88MEHH6Bly5awsLBAYmJihbbdtGlTnDt3DtnZ2VLbqVOnlPq4uLjg4sWLsLW1hb29vdKraABTJYYdIiIimTA0NMRnn32GiRMnYu/evbh06RJGjBiBzMxMDBs2rNTl7O3tsW3bNsTFxeHs2bPw8fGRztiUV+EyI0eORHx8vHSmCPjfmaaAgAA8ePAAAwYMwMmTJ3Hz5k1ERUXB398f+fn5ld/xF+BlLCIiooqo5k81njt3LgoKCjB48GA8evQIrq6u2LdvH2rUqFHqMosXL4a/vz/c3d1Ru3ZtTJo0CRkZGRXaromJCX777Td89tlncHZ2RsuWLTF9+nT4+PhI43isrKxw9OhRTJo0CV27dkV2djZsbGzQrVs3aGhU3fkXfus5+K3nVDn81nP14beeU1Xjt56rxoYNGzB06FCkp6dDX1+/UutQxbee88wOERERqcT69evRsGFD1KtXD2fPnsWkSZPQr1+/SgcdVWHYISIiIpVISUnB9OnTkZKSAktLS3z88cf45ptv1F0Www4RERGpRnBwMIKDg9VdRjG8G4uIiIhkjWGHiIioFLyHR/1UcQwYdoiIiIoofFJwZmammiuhwmNQ9OnNFcExO0REREVoamrCzMxM+t4nAwODYl+FQFVLCIHMzEykpqbCzMwMmpqalV4Xww4REVEJLCwsAEAKPKQeZmZm0rGoLIYdIiKiEigUClhaWqJu3brIzc1VdzlvJG1t7Zc6o1OIYYeIiKgMmpqaKvmDS+rDAcpEREQkaww7REREJGsMO0RERCRrDDtEREQkaww7REREJGsMO0RERCRrDDtEREQkaww7REREJGsMO0RERCRrDDtEREQkaww7REREJGsMO0RERCRrDDtEREQkaww7REREJGsMO0RERCRrDDtEREQkaww7REREJGsMO0RERCRrDDtEREQkaww7REREJGsMO0RERCRrDDtEREQkaww7REREJGsMO0RERCRrDDtEREQkaww7REREJGsMO0RERCRrDDtEREQkaxUOO5GRkcjMzKyKWoiIiIhUrsJhZ/LkybCwsMCwYcNw7NixqqiJiIiISGUqHHbu3LmDn376CWlpaejYsSOaNm2KefPmISUlpSrqIyIiInopFQ47mpqa6N27N7Zt24akpCSMHDkSGzZsQIMGDdC7d2/s2LEDBQUFVVErERERUYW91ADlunXr4q233oKbmxs0NDRw/vx5+Pn5oVGjRjh48KCKSiQiIiKqvEqFnbt372LhwoVo3rw5PD09kZGRgV27diEhIQH//vsv+vbtiyFDhqi6ViIiIqIK06roAt7e3ti3bx8aN26MESNGwNfXFzVr1pTm6+vrY8KECVi8eLFKCyUiIiKqjAqf2albty4OHTqECxcuYNy4cUpBp5ClpSUSEhJUUuA///yDQYMGoVatWjAwMICzszNiY2Ol+UIIhISEwMrKCvr6+vD09MTFixdVsm0iIiJ6/VU47KxZswZubm5l9lEoFLCxsal0UYXS0tLw1ltvQVtbG7///jsuXbqEb7/9FmZmZlKf+fPnY9GiRVi2bBliYmJgYWGBzp0749GjRy+9fSIiInr9lesy1pIlS8q9wrFjx1a6mKLmzZsHa2trRERESG22trbSv4UQCAsLw5QpU9C3b18AwLp162Bubo6NGzdi1KhRKquFiIiIXk/lCjvlHX+jUChUGnZ27tyJrl274uOPP8ahQ4dQr149jB49GiNGjAAAJCQkICUlBV26dJGW0dXVhYeHB44dO1Zq2MnOzkZ2drY0nZGRobKaiYiIqHopV9hR1fibirp58ybCw8Mxfvx4fPXVVzh58iTGjh0LXV1d+Pr6Sg8yNDc3V1rO3Nwct27dKnW9c+bMwcyZM6u0diIiIqoeXuo5O0IICCFUVUsxBQUFcHFxQWhoKFq3bo1Ro0ZhxIgRCA8PV+qnUCiK1VW07XmTJ09Genq69EpKSqqS+omIiEj9KhV21qxZgxYtWkBPTw96enpo0aIFVq9ereraYGlpiWbNmim1OTo64vbt2wAACwsLACj2VRWpqanFzvY8T1dXFyYmJkovIiIikqcKh51p06YhKCgI3t7e2LJlC7Zs2QJvb298/vnnmDp1qkqLe+utt3DlyhWltqtXr0p3etnZ2cHCwgLR0dHS/JycHBw6dAju7u4qrYWIiIheTxV+qGB4eDhWrVqFAQMGSG29e/eGk5MTxowZg9mzZ6usuM8//xzu7u4IDQ1Fv379cPLkSaxcuRIrV64E8Ozy1bhx4xAaGgoHBwc4ODggNDQUBgYG8PHxUVkdRERE9PqqcNjJz8+Hq6trsfY2bdogLy9PJUUVatu2LbZv347Jkydj1qxZsLOzQ1hYGAYOHCj1CQ4ORlZWFkaPHo20tDS0b98eUVFRMDY2VmktRERE9HpSiAqOMB4zZgy0tbWxaNEipfYvvvgCWVlZ+P7771Va4KuQkZEBU1NTpKenc/wOlZvtl7vVXcIbK3FuT3WXQETVQHn/flf4zA7wbIByVFQUOnToAAA4ceIEkpKS4Ovri/Hjx0v9igYiIiIioletwmHnwoULcHFxAQDcuHEDAFCnTh3UqVMHFy5ckPqVdes3ERER0atS4bBz4MCBqqiDiIiIqEq81EMFk5KScOfOHVXVQkRERKRyFQ47eXl5mDZtGkxNTWFrawsbGxuYmppi6tSpyM3NrYoaiYiIiCqtwpexAgMDsX37dsyfPx9ubm4AgOPHjyMkJAT37t3DihUrVF4kERERUWVVOOxs2rQJmzdvRvfu3aU2JycnNGjQAJ988gnDDhEREVUrFb6MpaenB1tb22Lttra20NHRUUVNRERERCpT4bATEBCAr7/+GtnZ2VJbdnY2vvnmGwQGBqq0OCIiIqKXVeHLWGfOnMH+/ftRv359tGrVCgBw9uxZ5OTkwMvLC3379pX6btu2TXWVEhEREVVChcOOmZkZPvzwQ6U2a2trlRVEREREpEoVDjsRERFVUQcREVHVCjFVdwVvrpB0tW7+pR4qSERERFTdVfjMjp2dXZnfe3Xz5s2XKoiIiIhIlSocdsaNG6c0nZubizNnzmDv3r2YOHGiquoiIiIiUokKh52goKAS27///nucOnXqpQsiIiIiUiWVjdnp3r07tm7dqqrVEREREamEysLOL7/8gpo1a6pqdUREREQqUeHLWK1bt1YaoCyEQEpKCv777z8sX75cpcURERERvawKh533339faVpDQwN16tSBp6cnmjZtqqq6iIiIiFSiwmFnxowZVVEHERERUZWo8Jid06dP4/z589L0jh078P777+Orr75CTk6OSosjIiIielkVDjujRo3C1atXATx7gGD//v1hYGCALVu2IDg4WOUFEhEREb2MCoedq1evwtnZGQCwZcsWeHh4YOPGjYiMjOSt50RERFTtVDjsCCFQUFAAAPjjjz/Qo0cPAM+++fzevXuqrY6IiIjoJVU47Li6umL27Nn48ccfcejQIfTs2RMAkJCQAHNzc5UXSERERPQyKhx2wsLCcPr0aQQGBmLKlCmwt7cH8Oyhgu7u7iovkIiIiOhlVPjWcycnJ6W7sQotWLAAmpqaKimKiIiISFUqHHZKo6enp6pVEREREamMyr4bi4iIiKg6YtghIiIiWWPYISIiIlmrcNiZNWsWMjMzi7VnZWVh1qxZKimKiIiISFUqHHZmzpyJx48fF2vPzMzEzJkzVVIUERERkapU6gnKCoWiWPvZs2dRs2ZNlRRFREREpCrlvvW8Ro0aUCgUUCgUaNy4sVLgyc/Px+PHj/Hpp59WSZFERERElVXusBMWFgYhBPz9/TFz5kyYmppK83R0dGBraws3N7cqKZKIiIiossoddoYMGQIAsLOzg7u7O7S1tausKCIiIiJVKVfYycjIgImJCQCgdevWyMrKQlZWVol9C/sRERERVQflCjs1atRAcnIy6tatCzMzsxIHKBcOXM7Pz1d5kURERESVVa6w8+eff0p3Wh04cKBKCyIiIiJSpXKFHQ8PjxL/TURERFTdVfhbzw8fPlzm/HfffbfSxRARERGpWoXDjqenZ7G2os/cISIiIqouKvwE5bS0NKVXamoq9u7di7Zt2yIqKqoqaiQiIiKqtAqf2Xn+YYKFOnfuDF1dXXz++eeIjY1VSWFEREREqlDhMzulqVOnDq5cuaKq1RERERGpRIXP7Jw7d05pWgiB5ORkzJ07F61atVJZYURERESqUOGw4+zsDIVCASGEUnuHDh2wdu1alRVGREREpAoVDjsJCQlK0xoaGqhTpw709PRUVhQRERGRqlRozE5ubi78/PyQnZ0NGxsb2NjYwNramkGHiIiIqq0KhR1tbW1cuHChxO/GIiIiIqqOKnw3lq+vL9asWVMVtRARERGpXIXH7OTk5GD16tWIjo6Gq6srDA0NleYvWrRIZcURERERvawKh50LFy7AxcUFAHD16lWleby8RURERNVNucLOuXPn0KJFC2hoaODAgQNVXRMRERGRypRrzE7r1q1x7949AEDDhg1x//79Ki2KiIiISFXKFXbMzMyk5+skJiaioKCgSosiIiIiUpVyXcb68MMP4eHhAUtLSygUCri6ukJTU7PEvjdv3lRpgUREREQvo1xhZ+XKlejbty+uX7+OsWPHYsSIETA2Nq7q2oiIiIheWrnvxurWrRsAIDY2FkFBQWoJO3PmzMFXX32FoKAghIWFAXj2RaQzZ87EypUrkZaWhvbt2+P7779H8+bNX3l9REREVP1U+KGCERERagk6MTExWLlyJZycnJTa58+fj0WLFmHZsmWIiYmBhYUFOnfujEePHr3yGomIiKj6qXDYUYfHjx9j4MCBWLVqFWrUqCG1CyEQFhaGKVOmoG/fvmjRogXWrVuHzMxMbNy4sdT1ZWdnIyMjQ+lFRERE8lThhwqqQ0BAAHr27In33nsPs2fPltoTEhKQkpKCLl26SG26urrw8PDAsWPHMGrUqBLXN2fOHMycObPK6waA+KaOr2Q7VJzj5Xh1l0BERNVAtT+zs3nzZpw+fRpz5swpNi8lJQUAYG5urtRubm4uzSvJ5MmTkZ6eLr2SkpJUWzQRERFVG9X6zE5SUhKCgoIQFRUFPT29UvsV/ZoKIUSZX12hq6sLXV1dldVJRERE1Ve1PrMTGxuL1NRUtGnTBlpaWtDS0sKhQ4ewZMkSaGlpSWd0ip7FSU1NLXa2h4iIiN5M1TrseHl54fz584iLi5Nerq6uGDhwIOLi4tCwYUNYWFggOjpaWiYnJweHDh2Cu7u7GisnIiKi6qJaX8YyNjZGixYtlNoMDQ1Rq1YtqX3cuHEIDQ2Fg4MDHBwcEBoaCgMDA/j4+KijZCIiIqpmqnXYKY/g4GBkZWVh9OjR0kMFo6Ki+IRnIiIiAvAahp2DBw8qTSsUCoSEhCAkJEQt9RAREVH1Vq3H7BARERG9LIYdIiIikjWGHSIiIpI1hh0iIiKSNYYdIiIikjWGHSIiIpI1hh0iIiKSNYYdIiIikjWGHSIiIpI1hh0iIiKSNYYdIiIikjWGHSIiIpI1hh0iIiKSNYYdIiIikjWGHSIiIpI1hh0iIiKSNYYdIiIikjWGHSIiIpI1hh0iIiKSNYYdIiIikjWGHSIiIpI1hh0iIiKSNYYdIiIikjWGHSIiIpI1hh0iIiKSNYYdIiIikjWGHSIiIpI1hh0iIiKSNS11F0BEVN20XNdS3SW8sc4POa/uEkiGeGaHiIiIZI1hh4iIiGSNYYeIiIhkjWGHiIiIZI1hh4iIiGSNYYeIiIhkjWGHiIiIZI1hh4iIiGSNYYeIiIhkjWGHiIiIZI1hh4iIiGSNYYeIiIhkjWGHiIiIZI1hh4iIiGSNYYeIiIhkjWGHiIiIZI1hh4iIiGSNYYeIiIhkjWGHiIiIZI1hh4iIiGSNYYeIiIhkjWGHiIiIZI1hh4iIiGSNYYeIiIhkjWGHiIiIZI1hh4iIiGSNYYeIiIhkjWGHiIiIZI1hh4iIiGSNYYeIiIhkrVqHnTlz5qBt27YwNjZG3bp18f777+PKlStKfYQQCAkJgZWVFfT19eHp6YmLFy+qqWIiIiKqbqp12Dl06BACAgJw4sQJREdHIy8vD126dMGTJ0+kPvPnz8eiRYuwbNkyxMTEwMLCAp07d8ajR4/UWDkRERFVF1rqLqAse/fuVZqOiIhA3bp1ERsbi3fffRdCCISFhWHKlCno27cvAGDdunUwNzfHxo0bMWrUKHWUTURERNVItT6zU1R6ejoAoGbNmgCAhIQEpKSkoEuXLlIfXV1deHh44NixY6WuJzs7GxkZGUovIiIikqfXJuwIITB+/Hi8/fbbaNGiBQAgJSUFAGBubq7U19zcXJpXkjlz5sDU1FR6WVtbV13hREREpFavTdgJDAzEuXPnsGnTpmLzFAqF0rQQoljb8yZPnoz09HTplZSUpPJ6iYiIqHqo1mN2Co0ZMwY7d+7E4cOHUb9+fandwsICwLMzPJaWllJ7ampqsbM9z9PV1YWurm7VFUxERETVRrU+syOEQGBgILZt24Y///wTdnZ2SvPt7OxgYWGB6OhoqS0nJweHDh2Cu7v7qy6XiIiIqqFqfWYnICAAGzduxI4dO2BsbCyNwzE1NYW+vj4UCgXGjRuH0NBQODg4wMHBAaGhoTAwMICPj4+aqyciIqLqoFqHnfDwcACAp6enUntERAT8/PwAAMHBwcjKysLo0aORlpaG9u3bIyoqCsbGxq+4WiIiIqqOqnXYEUK8sI9CoUBISAhCQkKqviAiIiJ67VTrMTtEREREL4thh4iIiGSNYYeIiIhkjWGHiIiIZI1hh4iIiGSNYYeIiIhkjWGHiIiIZI1hh4iIiGSNYYeIiIhkjWGHiIiIZI1hh4iIiGSNYYeIiIhkjWGHiIiIZI1hh4iIiGSNYYeIiIhkjWGHiIiIZI1hh4iIiGSNYYeIiIhkjWGHiIiIZI1hh4iIiGSNYYeIiIhkjWGHiIiIZI1hh4iIiGSNYYeIiIhkjWGHiIiIZI1hh4iIiGSNYYeIiIhkjWGHiIiIZI1hh4iIiGSNYYeIiIhkjWGHiIiIZI1hh4iIiGSNYYeIiIhkjWGHiIiIZI1hh4iIiGSNYYeIiIhkjWGHiIiIZI1hh4iIiGSNYYeIiIhkjWGHiIiIZI1hh4iIiGSNYYeIiIhkjWGHiIiIZI1hh4iIiGSNYYeIiIhkjWGHiIiIZI1hh4iIiGSNYYeIiIhkjWGHiIiIZI1hh4iIiGSNYYeIiIhkjWGHiIiIZI1hh4iIiGSNYYeIiIhkjWGHiIiIZI1hh4iIiGSNYYeIiIhkjWGHiIiIZI1hh4iIiGRNNmFn+fLlsLOzg56eHtq0aYMjR46ouyQiIiKqBmQRdn7++WeMGzcOU6ZMwZkzZ/DOO++ge/fuuH37trpLIyIiIjWTRdhZtGgRhg0bhuHDh8PR0RFhYWGwtrZGeHi4uksjIiIiNdNSdwEvKycnB7Gxsfjyyy+V2rt06YJjx46VuEx2djays7Ol6fT0dABARkaGyut7nJ+v8nVS+VTF8XxeQXZmla6fSlfVxzY/i7+36lKlxzZbVN26qWxVdFwLf16EKPvYvvZh5969e8jPz4e5ublSu7m5OVJSUkpcZs6cOZg5c2axdmtr6yqpkdTE1FTdFVAVMQ1TdwVUVUw/4++tLM2t2uP66NEjmJbxmf/ah51CCoVCaVoIUayt0OTJkzF+/HhpuqCgAA8ePECtWrVKXeZNlJGRAWtrayQlJcHExETd5ZAK8djKE4+rfPHYlkwIgUePHsHKyqrMfq992KlduzY0NTWLncVJTU0tdrankK6uLnR1dZXazMzMqqrE156JiQl/uWSKx1aeeFzli8e2uLLO6BR67Qco6+jooE2bNoiOjlZqj46Ohru7u5qqIiIiouritT+zAwDjx4/H4MGD4erqCjc3N6xcuRK3b9/Gp59+qu7SiIiISM1kEXb69++P+/fvY9asWUhOTkaLFi2wZ88e2NjYqLu015quri5mzJhR7JIfvf54bOWJx1W+eGxfjkK86H4tIiIiotfYaz9mh4iIiKgsDDtEREQkaww7REREJGsMO0RERCRrDDtUaZGRkXwYYyV5enpi3Lhxpc63tbVFWFjYK90mVS+JiYlQKBSIi4tTdylErz2GHSIiIpI1hh0iqrT8/HwUFBQUa8/JyVFDNVQeJR2b0o4jVS0hBPLy8tRdxhuBYUem9u7di7fffhtmZmaoVasWevXqhRs3bgD43+nxzZs3w93dHXp6emjevDkOHjwoLX/w4EEoFArs3r0brVq1gp6eHtq3b4/z58+Xud3ffvsNbdq0gZ6eHho2bIiZM2fyl7kUeXl5CAwMlI7R1KlTUdJjr0q6nPHw4UMoFAqlY3bp0iX06NEDRkZGMDc3x+DBg3Hv3r0KbTMnJwfBwcGoV68eDA0N0b59e6VtFF663LVrF5o1awZdXV3cunULtra2mD17Nvz8/GBqaooRI0agU6dOCAwMVNr+/fv3oauriz///PPl3jwZKSgowLx582Bvbw9dXV00aNAA33zzjTT/5s2b6NixIwwMDNCqVSscP35cafljx47h3Xffhb6+PqytrTF27Fg8efJEml/SsSnpOB45cgTa2trFvmdwwoQJePfdd6v2TZCR7OxsjB07FnXr1oWenh7efvttxMTEAPjf5+q+ffvg6uoqve83btxAnz59YG5uDiMjI7Rt2xZ//PGH0nptbW0RGhoKf39/GBsbo0GDBli5cqVSn2PHjsHZ2Rl6enpwdXXFr7/+WuyzozyfE7IkSJZ++eUXsXXrVnH16lVx5swZ4e3tLVq2bCny8/NFQkKCACDq168vfvnlF3Hp0iUxfPhwYWxsLO7duyeEEOLAgQMCgHB0dBRRUVHi3LlzolevXsLW1lbk5OQIIYSIiIgQpqam0jb37t0rTExMRGRkpLhx44aIiooStra2IiQkRB1vQbXm4eEhjIyMRFBQkLh8+bL46aefhIGBgVi5cqUQQggbGxuxePFiIYSQjteZM2ek5dPS0gQAceDAASGEEP/++6+oXbu2mDx5soiPjxenT58WnTt3Fh07diz3NoUQwsfHR7i7u4vDhw+L69eviwULFghdXV1x9epVIcSzY66trS3c3d3F0aNHxeXLl8Xjx4+FjY2NMDExEQsWLBDXrl0T165dExs2bBA1atQQT58+ldb/3XffCVtbW1FQUFBF7+zrJzg4WNSoUUNERkaK69eviyNHjohVq1ZJx71p06Zi165d4sqVK+Kjjz4SNjY2Ijc3VwghxLlz54SRkZFYvHixuHr1qjh69Kho3bq18PPzk9Zf0rEp7Tg2btxYzJ8/X1o2NzdX1K1bV6xdu/aVvy+vq7FjxworKyuxZ88ecfHiRTFkyBBRo0YNcf/+felz1cnJSURFRYnr16+Le/fuibi4OLFixQpx7tw5cfXqVTFlyhShp6cnbt26Ja3XxsZG1KxZU3z//ffi2rVrYs6cOUJDQ0PEx8cLIYTIyMgQNWvWFIMGDRIXL14Ue/bsEY0bN1b67CjP54RcMey8IVJTUwUAcf78eelDdO7cudL83NxcUb9+fTFv3jwhxP/CzubNm6U+9+/fF/r6+uLnn38WQhQPO++8844IDQ1V2u6PP/4oLC0tq3DPXk8eHh7C0dFR6Y/+pEmThKOjoxCi4mFn2rRpokuXLkrbSEpKEgDElStXyrXN69evC4VCIf755x+l9Xh5eYnJkycLIZ4dcwAiLi5OqY+NjY14//33ldqePn0qatasKf28CCGEs7Mzw+9zMjIyhK6urli1alWxeYXHffXq1VLbxYsXBQDpD9zgwYPFyJEjlZY7cuSI0NDQEFlZWUKIko9Nacdx3rx50s+DEEL8+uuvwsjISDx+/PjldvQN8fjxY6GtrS02bNggteXk5AgrKysxf/586XP1119/feG6mjVrJpYuXSpN29jYiEGDBknTBQUFom7duiI8PFwIIUR4eLioVauWdNyFEGLVqlVKnx3l+ZyQK17GkqkbN27Ax8cHDRs2hImJCezs7AAAt2/flvq4ublJ/9bS0oKrqyvi4+OV1vN8n5o1a6JJkybF+hSKjY3FrFmzYGRkJL1GjBiB5ORkZGZmqnL3ZKFDhw5QKBTStJubG65du4b8/PwKrys2NhYHDhxQeu+bNm0KANLlyxdt8/Tp0xBCoHHjxkrrOXTokNI6dHR04OTkVKwGV1dXpWldXV0MGjQIa9euBQDExcXh7Nmz8PPzq/D+yVV8fDyys7Ph5eVVap/n32tLS0sAQGpqKoBnxz0yMlLpeHXt2hUFBQVISEiQlit6bICSj6Ofnx+uX7+OEydOAADWrl2Lfv36wdDQsPI7+Qa5ceMGcnNz8dZbb0lt2traaNeundLnZtHj8eTJEwQHB6NZs2YwMzODkZERLl++rPR5DSj/LCgUClhYWEg/C1euXIGTkxP09PSkPu3atVNavryfE3Ikiy8CpeK8vb1hbW2NVatWwcrKCgUFBWjRosULB44+/4ewon0KCgowc+ZM9O3bt9i8538BqWI0NJ79n0Q8N7YmNzdXqU9BQQG8vb0xb968YssX/oF8kYKCAmhqaiI2NhaamppK84yMjKR/6+vrl/gzUNIfxOHDh8PZ2Rl37tzB2rVr4eXlxS/ofY6+vv4L+2hra0v/LnzfCwcTFxQUYNSoURg7dmyx5Ro0aCD9u6RjU9JxrFu3Lry9vREREYGGDRtiz549SmO2qGyFv6NF31chhFJb0eMxceJE7Nu3DwsXLoS9vT309fXx0UcfFfu8fv5noXA7hT8LRbfxfD2FVPE58bpi2JGh+/fvIz4+Hj/88APeeecdAMBff/1VrN+JEyekgYd5eXmIjY0tNqD0xIkT0odmWloarl69Kv1PoCgXFxdcuXIF9vb2qtwd2Sr83/Pz0w4ODsWCRp06dQAAycnJaN26NQAUe/aKi4sLtm7dCltbW2hplf5rXdY2W7dujfz8fKSmpko/Ny+rZcuWcHV1xapVq7Bx40YsXbpUJeuVCwcHB+jr62P//v0YPnx4hZd3cXHBxYsXVfo7N3z4cHzyySeoX78+GjVqpHSWgspmb28PHR0d/PXXX/Dx8QHw7D8mp06dKvMZV0eOHIGfnx8++OADAMDjx4+RmJhYoW03bdoUGzZsQHZ2tvTN6KdOnVLqU97PCTniZSwZqlGjBmrVqoWVK1fi+vXr+PPPPzF+/Phi/b7//nts374dly9fRkBAANLS0uDv76/UZ9asWdi/fz8uXLgAPz8/1K5dG++//36J250+fTrWr1+PkJAQXLx4EfHx8fj5558xderUqtjN115SUhLGjx+PK1euYNOmTVi6dCmCgoKK9dPX10eHDh0wd+5cXLp0CYcPHy72ngYEBODBgwcYMGAATp48iZs3byIqKgr+/v5Kl8XK2mbjxo0xcOBA+Pr6Ytu2bUhISEBMTAzmzZuHPXv2VHo/hw8fjrlz5yI/P1/6MKdn9PT0MGnSJAQHB2P9+vW4ceMGTpw4gTVr1pRr+UmTJuH48eMICAhAXFwcrl27hp07d2LMmDGVrqlr164wNTXF7NmzMXTo0Eqv501kaGiIzz77DBMnTsTevXtx6dIljBgxApmZmRg2bFipy9nb22Pbtm3SpV4fH58KPwqgcJmRI0ciPj5eOlME/O9MU3k/J+SIYUeGNDQ0sHnzZsTGxqJFixb4/PPPsWDBgmL95s6di3nz5qFVq1Y4cuQIduzYgdq1axfrExQUhDZt2iA5ORk7d+6Ejo5Oidvt2rUrdu3ahejoaLRt2xYdOnTAokWLeNmiFL6+vsjKykK7du0QEBCAMWPGYOTIkSX2Xbt2LXJzc+Hq6oqgoCDMnj1bab6VlRWOHj2K/Px8dO3aFS1atEBQUBBMTU2ly2Dl2WZERAR8fX0xYcIENGnSBL1798bff/8Na2vrSu/ngAEDoKWlBR8fH17OLMG0adMwYcIETJ8+HY6Ojujfv780DuNFnJyccOjQIVy7dg3vvPMOWrdujWnTpr3UJQkNDQ34+fkhPz8fvr6+lV7Pm2ru3Ln48MMPMXjwYLi4uOD69evYt28fatSoUeoyixcvRo0aNeDu7g5vb2907doVLi4uFdquiYkJfvvtN8TFxcHZ2RlTpkzB9OnTAfxvGEF5PyfkSCGKXtQj2UtMTISdnR3OnDkDZ2fnEvscPHgQHTt2RFpaGr8Sgl5KUlISbG1tERMTU+EPcFKPESNG4O7du9i5c6e6S6GXsGHDBgwdOhTp6enlGh8mZ2/WRTsiemVyc3ORnJyML7/8Eh06dGDQeQ2kp6cjJiYGGzZswI4dO9RdDlXQ+vXr0bBhQ9SrVw9nz57FpEmT0K9fvzc+6AAMO0RURY4ePYqOHTuicePG+OWXX9RdDpVDnz59cPLkSYwaNQqdO3dWdzlUQSkpKZg+fTpSUlJgaWmJjz/+WOlp3G8yXsYiIiIiWZP3iCQiIiJ64zHsEBERkawx7BAREZGsMewQERGRrDHsEBERkawx7BAREZGsMewQERGRrDHsEBERkaz9P8bYLSrwCcz0AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 创建一个图形和一个子图\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "# 定义水果种类\n",
    "fruits = ['apple', 'blueberry', 'cherry', 'orange']\n",
    "# 定义每种水果的数量\n",
    "counts = [40, 100, 30, 55]\n",
    "# 定义每种水果对应的标签颜色\n",
    "bar_labels = ['red', 'blue', 'green', 'orange']\n",
    "# 定义每种水果对应的条形颜色\n",
    "bar_colors = ['tab:red', 'tab:blue', 'tab:green', 'tab:orange']\n",
    "\n",
    "# 绘制条形图\n",
    "# x轴为水果种类，y轴为数量，条形颜色和标签分别为bar_colors和bar_labels\n",
    "ax.bar(fruits, counts, label=bar_labels, color=bar_colors)\n",
    "\n",
    "# 设置y轴标签为“fruit supply”\n",
    "ax.set_ylabel('fruit supply')\n",
    "# 设置图表标题为“Fruit supply by kind and color”\n",
    "ax.set_title('Fruit supply by kind and color')\n",
    "# 添加图例，标题为“Fruit color”\n",
    "ax.legend(title='Fruit color')\n",
    "\n",
    "# 显示图表\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上述代码画图展示了四种水果（苹果、蓝莓、樱桃和橙子）的供应数量。每种水果的条形颜色和标签分别设置为红色、蓝色、绿色和橙色"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2.1 分组柱状图\n",
    "\n",
    "**分组柱状图**（grouped bar chart），也称为**群组柱状图**，是一种用来展示不同类别之间多组数据对比的柱状图。它通过将每个类别的数据分成多组，并以并排的柱状条（柱）来显示这些数据的值，使得数据对比更加直观。\n",
    "\n",
    "**主要特点：**\n",
    "- **每个类别有多个柱子**：每个类别下的数据会分成多组并排列在一起，这些柱子通常是并排的，用来比较同一类别中的不同组别。\n",
    "- **颜色或样式区分**：不同组别的数据柱通常通过颜色、纹理或样式进行区分，使得不同数据之间的对比更清晰。\n",
    "- **多个数据维度**：分组柱状图适合展示多个维度的数据。例如，比较多个类别在不同时间段或条件下的数值。\n",
    "\n",
    "\n",
    "**作用和用途**：\n",
    "1. **多维数据对比** ：分组柱状图非常适合对比多组数据。比如，可以用于比较多个类别在不同年份或不同条件下的表现，清楚地展示它们的差异。\n",
    "\n",
    "    示例：\n",
    "    - 比较不同国家在不同年份的GDP。\n",
    "    - 比较公司在不同市场中的销售额。\n",
    "    - 比较学生在不同学科的成绩表现。\n",
    "\n",
    "2. **直观展示数据变化**：通过将相关的数据分组并放在同一图表中，可以更直观地观察各组数据在不同类别中的表现和变化趋势。\n",
    "\n",
    "3. **分组对比分析**：分组柱状图允许你在同一图中对比不同类别或组别的数据，这样可以在同一类别内部和类别之间同时进行分析。\n",
    "\n",
    "\n",
    "下面是一个分组柱状图的示例代码："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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OHAktLS20bt0aFhYWSExMxOLFi2FgYIDmzZsX+bkQVUjlfIENEcnIuxr67NmzRbbduHGjaNmypdDR0RFaWlrC3t5eDB48WERFRUlt2rVrJ+rVq5dvWW9vb2FjY6M07dKlS6Jjx45CU1NTGBoaiuHDh4uQkBABQJw/f15ql5ubK5YuXSpq1qwpNDU1RbNmzcSRI0dKdDX0w4cPC9zugq5eft2VK1dEp06dhJ6enqhWrZr44osvxJ07d/JdxSqEEL6+vsLS0lJUqVJF6Urm+Ph40blzZ6GnpycASJ9D3hXPv/76a771yl0NraOjIy5cuCDc3NyElpaWMDQ0FF9//bVITU1VWj45OVmMGDFCmJmZCR0dHeHp6Sni4+NLVLcQQuzevVu0b99e6OvrCw0NDWFjYyM+//xz8ccffwghhHjw4IEYMmSIcHR0FDo6OkJXV1c0aNBArFixQmRnZxf62ZZke/IEBwcLACI0NLTQvvOcOnVK9OrVS9jY2AgNDQ1hZGQk2rVrJ/bu3Su1ydtvlixZIubPny+srKyEurq6aNy4sTh06FC+PuPi4sSwYcNE9erVhZqamjAxMREuLi5i4cKFSu2ePn0qJkyYIGrUqCHU1NSEqamp6Natm/jnn3+kNgX9PB4+fCjGjx8v7OzshJqamjA0NBRNmzYVs2fPlj6XkJAQ0b59e2FmZibU1dWFpaWl6NOnj7hw4UKxPheiikghxBt3UyUiKsCoUaOwfft2PH78GOrq6uVdDlUwvXv3xunTpxEfHw81NbVS6TM+Ph52dnZYtmwZpk6dWip9ElHJ8TA0EeWzYMECWFpaombNmkhNTcW+ffvwyy+/YM6cOQyKJMnIyMDff/+NM2fOICwsDAEBAaUWFImo4mBYJKJ81NTUsGzZMty7dw/Z2dmoVasWAgICMGHChPIujSqQhIQEuLi4QF9fH6NHj8a4cePKuyQiKgM8DE1EREREssr11jmLFy9G8+bNoaenB1NTU3h5eeW75caQIUOgUCiUXq1atVJqk5GRgXHjxsHY2Bg6Ojro0aPHW91Hi4iIiIiUlWtYjIyMxNixY3H69GmEh4cjOzsbnTt3RlpamlK7Ll26ICEhQXrt379faf7EiRMRFhaG0NBQHD9+HKmpqejevTtycnLe5+YQERERVToV6jD0w4cPYWpqisjISLRt2xbAq5HFZ8+eYffu3QUuk5ycDBMTE2zevBl9+/YFAPz777+wtrbG/v374e7u/r7KJyIiIqp0KtQFLsnJyQAAQ0NDpekREREwNTVF1apV0a5dO/j7+8PU1BQAEB0djaysLHTu3Flqb2lpifr16+PkyZMFhsWMjAylx23l5ubiyZMnMDIyKtHjvYiIiIg+VEIIPH/+HJaWlkoPXHhThQmLQghMnjwZrq6uqF+/vjTdw8MDX3zxBWxsbBAXF4e5c+fi008/RXR0NDQ0NKTng1arVk2pPzMzswKfJwq8Olfy9Tv/ExEREX2s7t69CysrK9n5FSYs+vj44MKFCzh+/LjS9LxDywBQv359NGvWDDY2Nvjtt9/w2WefyfYnhJAdJfT19cXkyZOl98nJyahRowbu3r0LfX39d9wSIiIiooovJSUF1tbW0NPTK7RdhQiL48aNw969e3Hs2LFCky0AWFhYwMbGBtevXwcAmJubIzMzE0+fPlUaXUxKSoKLi0uBfWhoaEBDQyPfdH19fYZFIiIi+qgUdQpeuV4NLYSAj48Pdu3ahSNHjsDOzq7IZR4/foy7d+/CwsICANC0aVOoqakhPDxcapOQkIBLly7JhkUiIiIiKp5yHVkcO3Ystm3bhj179kBPT086x9DAwABaWlpITU2Fn58fevfuDQsLC8THx2PWrFkwNjZGr169pLbDhw/HlClTYGRkBENDQ0ydOhVOTk7o2LFjeW4eERER0QevXMNiYGAgAMDNzU1pelBQEIYMGQIVFRVcvHgRmzZtwrNnz2BhYYH27dtjx44dSsfXV6xYAVVVVfTp0wfp6eno0KEDgoODoaKi8j43h4iIiKjSqVD3WSwvKSkpMDAwQHJysuw5i0IIZGdn80bfRERUIaioqEBVVZW3fKO3Vpz8A1SQC1wquszMTCQkJODFixflXQoREZFEW1sbFhYWUFdXL+9SqBJjWCxCbm4u4uLioKKiAktLS6irq/OvOCIiKldCCGRmZuLhw4eIi4tDrVq1Cr2pMtG7YFgsQmZmJnJzc2FtbQ1tbe3yLoeIiAgAoKWlBTU1Ndy+fRuZmZnQ1NQs75KokuKfIcXEv9iIiKii4f9N9D5wLyMiIiIiWQyLRERERCSL5yy+JduZv73X9cV/1630+4yPh52dHc6dO4dGjRohIiIC7du3x9OnT1G1alUEBwdj4sSJePbsWamvuzT5+flh9+7diImJKe9SXvEzeM/rSy71LivLviFHoVAgLCwMXl5e5V0KnEKc3uv6LnpfLNX+3Nzc0KhRI6xcuRIAYGtri4kTJ2LixImlup6PQYX7LiP6/ziyWEkNGTIECoVCehkZGaFLly64cOGC1Mba2hoJCQmoX7/+W6/n9XXo6OigVq1aGDJkCKKjo0tjMwpc3+7du8uk74/F+9w3yvtn5efnh0aNGpVrDR+6N/eXvNeNGzcKbH/27FmMGjXqPVdZfBVln6gIvx9ExcWwWIl16dIFCQkJSEhIwOHDh6Gqqoru3btL81VUVGBubg5V1XcbYA4KCkJCQgIuX76MH374AampqWjZsiU2bdr0rptAZeR97RtUOby+v+S97OzsCmxrYmJSIe4ckZmZWd4lEFUaDIuVmIaGBszNzWFubo5GjRphxowZuHv3Lh4+fAjg1aFGhULxzoc8qlatCnNzc9ja2qJz587473//i4EDB8LHxwdPnz6V2p08eRJt27aFlpYWrK2tMX78eKSlpUnzbW1t8e2332LAgAHQ1dWFpaUl1qxZozQfAHr16gWFQiG9z7N582bY2trCwMAA/fr1w/Pnz99puyqz97VvFCYoKAh169aFpqYmHB0d8eOPP0rz8ta/a9cutG/fHtra2mjYsCFOnTql1Mf69eul21r16tULAQEBqFq1KgAgODgY8+fPx/nz56XRsODgYGnZR48eoVevXtDW1katWrWwd+/eMtvWD93r+0veS+5xqra2ttIhaeDVCFpgYCA8PDygpaUFOzs7/Prrr9L8vJ91aGgoXFxcoKmpiXr16iEiIkKp3ytXrqBr167Q1dWFmZkZBg0ahEePHknz3dzc4OPjg8mTJ8PY2BidOnV6q229f/8++vbti2rVqsHIyAg9e/ZEfHy8NH/IkCHw8vLC8uXLYWFhASMjI4wdOxZZWVlSm4SEBHTr1k3a3m3btil9Lvwuow8Nw+JHIjU1FVu3boWDgwOMjIzKfH2TJk3C8+fPER4eDgC4ePEi3N3d8dlnn+HChQvYsWMHjh8/Dh8fH6Xlli1bhgYNGuDvv/+Gr68vJk2aJPVx9uxZAP83kpn3HgBu3ryJ3bt3Y9++fdi3bx8iIyPx3Xfflfl2Vgbve98AXoW82bNnw9/fH1evXsWiRYswd+5chISEKLWbPXs2pk6dipiYGNSuXRv9+/dHdnY2AODEiRP46quvMGHCBMTExKBTp07w9/eXlu3bty+mTJmCevXqSaNhffv2lebPnz8fffr0wYULF9C1a1cMHDgQT548eS/b/7GZO3cuevfujfPnz+PLL79E//79cfXqVaU206ZNw5QpU3Du3Dm4uLigR48eePz4MYBX4atdu3Zo1KgRoqKicPDgQTx48AB9+vRR6iMkJASqqqo4ceIEfvrppxLX+eLFC7Rv3x66uro4duwYjh8/Dl1dXXTp0kVppPLo0aO4efMmjh49ipCQEAQHByv9ITJ48GD8+++/iIiIwM6dO/Hzzz8jKSlJms/vMvrQ8BhTJbZv3z7o6uoCANLS0mBhYYF9+/a9l/tyOTo6AoD0F/myZcswYMAA6aT3WrVqYfXq1WjXrh0CAwOlm8m2bt0aM2fOBADUrl0bJ06cwIoVK9CpUyeYmJgA+L+RzNfl5uYiODgYenp6AIBBgwbh8OHDSuGB/k957hsA8O233+L777/HZ599BgCws7PDlStX8NNPP8Hb21tqN3XqVHTr9urirvnz56NevXq4ceMGHB0dsWbNGnh4eGDq1KkAXu0vJ0+exL59+wC8umGxrq4uVFVV8+0vwKsRov79+wMAFi1ahDVr1uDMmTPo0qVLmW77h+j1/QUAPDw8lEYHi/LFF19gxIgRAF797MPDw7FmzRql0WQfHx/07t0bABAYGIiDBw9iw4YNmD59OgIDA9GkSRMsWrRIar9x40ZYW1sjNjYWtWvXBgA4ODhg6dKlb72doaGhqFKlCn755RfpSV1BQUGoWrUqIiIi0LlzZwBAtWrVsHbtWqioqMDR0RHdunXD4cOHMXLkSPzzzz/4448/cPbsWTRr1gwA8Msvv6BWrVrSevhdRh8ajixWYu3bt0dMTAxiYmLw119/oXPnzvDw8MDt27fLfN1CCACQvnCjo6MRHBwMXV1d6eXu7i49TjGPs7OzUj/Ozs75RiAKYmtrK325AoCFhYXSX/KkrDz3jYcPH+Lu3bsYPny40v6wcOFC3Lx5U6ltgwYNpH9bWFgAgPRzvXbtGlq0aKHU/s33hXm9bx0dHejp6XGfkfH6/hITE4PVq1eXaPni/F6/3kZVVRXNmjWT2kRHR+Po0aNK+0veH6Sv7zN54extRUdH48aNG9DT05PWY2hoiJcvXyqtp169ekqH4V//vrl27RpUVVXRpEkTab6DgwOqVatWrBr4XUYVEUcWKzEdHR04ODhI75s2bQoDAwOsX78eCxcuLNN1533J550En5ubi9GjR2P8+PH52taoUaPQvorzLG41NbV8y+Tm5ha33I9Oee4beT+X9evXo2XLlkrz3jwP7vWfa95+kLe8ECLfvpH3R0pxcJ8pvjf3l9JQnN/r13/mnp6eWLJkSb42eX9EAK/qfBe5ublo2rQptm7dmm9e3mggUPi+I7cPFnff5H5JFRHD4kdEoVCgSpUqSE9PL/N1rVy5Evr6+ujYsSMAoEmTJrh8+XKR/+GcPn063/u8EQTg1RdpTk5O6Rf8kXuf+4aZmRmqV6+OW7duYeDAgW/dj6OjI86cOaM0LSoqSum9uro695cK4PTp0xg8eLDS+8aNG+dr07ZtWwBAdnY2oqOjpXOamzRpgp07d8LW1rZMr9Bv0qQJduzYAVNTU+jr679VH46OjsjOzsa5c+fQtGlTAMCNGzfy3ZOU32X0IWFYrMQyMjKQmJgIAHj69CnWrl2L1NRUeHp6lup6nj17hsTERGRkZCA2NhY//fQTdu/ejU2bNklXps6YMQOtWrXC2LFjMXLkSOjo6ODq1avSuUt5Tpw4gaVLl8LLywvh4eH49ddf8dtv/3cDdFtbWxw+fBitW7eGhoZGsQ/tkLL3tW/ExcXlu6LawcEBfn5+GD9+PPT19eHh4YGMjAxERUXh6dOnmDx5crH6HjduHNq2bYuAgAB4enriyJEjOHDggNKIla2trVSDlZUV9PT0oKGhUZqbSMXw66+/olmzZnB1dcXWrVtx5swZbNiwQanNDz/8gFq1aqFu3bpYsWIFnj59imHDhgEAxo4di/Xr16N///6YNm0ajI2NcePGDYSGhmL9+vWyV2bLSU9Pz7df6urqYuDAgVi2bBl69uyJBQsWwMrKCnfu3MGuXbswbdo0WFlZFdm3o6MjOnbsiFGjRiEwMBBqamqYMmUKtLS08u2b/C6jDwXD4lsqiyeqlLaDBw9Kh2j09PTg6OiIX3/9FW5ubqW6nqFDhwIANDU1Ub16dbi6uuLMmTNK5+w0aNAAkZGRmD17Ntq0aQMhBOzt7ZWuTgWAKVOmIDo6GvPnz4eenh6+//57uLu7S/O///57TJ48GevXr0f16tWVbmlRYZTBE1VK2/vaNwoKfkePHsWIESOgra2NZcuWYfr06dDR0YGTk1OJnvrRunVrrFu3DvPnz8ecOXPg7u6OSZMmYe3atVKb3r17S7ffefbsGYKCgjBkyJBS2LLSU9pPVKmI5s+fj9DQUIwZMwbm5ubYunUrPvnkE6U23333HZYsWYJz587B3t4ee/bsgbGxMQDA0tISJ06cwIwZM+Du7o6MjAzY2NigS5cub3VRVmxsbL6RzXbt2iEiIgLHjh3DjBkz8Nlnn+H58+eoXr06OnToUKKRxk2bNmH48OFo27YtzM3NsXjxYly+fFm6kA/4QL7LiP4/hSjJST6VVEpKCgwMDJCcnJzvC+Hly5eIi4uDnZ2d0i86lT4+JozeVd7VqH/++Wd5l0L/X1GPVnzz0ZKV0b1792BtbY0//vgDHTp0KNW++X8UvYvC8s/rOLJIRB+s5cuXo1OnTtDR0cGBAwcQEhKidDsWovJw5MgRpKamwsnJCQkJCZg+fTpsbW2lczKJPjQMi0T0wTpz5gyWLl2K58+fo2bNmli9erV0Pz+i8pKVlYVZs2bh1q1b0NPTg4uLC7Zu3ZrvSmeiDwUPQ4OHoYmI6MPE/6PoXRT3MDRvyk1EREREshgWi4kDsEREVNHw/yZ6HxgWi5B3jsmLFy/KuRIiIiJlef838XxIKku8wKUIKioqqFq1qvRsTm1t7WI9poqIiKisCCHw4sULJCUloWrVqiW+MTlRSTAsFoO5uTkA8GHuRERUoVStWlX6P4qorDAsFoNCoYCFhQVMTU2RlZVV3uUQERFBTU2NI4r0XjAsloCKigp/MYmIiOijwgtciIiIiEgWwyIRERERyWJYJCIiIiJZDItEREREJIthkYiIiCqdxYsXo3nz5tDT04OpqSm8vLxw7do1pTa7du2Cu7s7jI2NoVAoEBMTozQ/Pj4eCoWiwNevv/4qu+5jx47B09MTlpaWUCgU2L17d742Dx48wJAhQ2BpaQltbW106dIF169fL41NL3UMi0RERFTpREZGYuzYsTh9+jTCw8ORnZ2Nzp07Iy0tTWqTlpaG1q1b47vvviuwD2trayQkJCi95s+fDx0dHXh4eMiuOy0tDQ0bNsTatWsLnC+EgJeXF27duoU9e/bg3LlzsLGxQceOHZXqqygUgg+WREpKCgwMDJCcnAx9ff3yLoeIiIhK2cOHD2FqaorIyEi0bdtWaV58fDzs7Oxw7tw5NGrUqNB+GjdujCZNmmDDhg3FWq9CoUBYWBi8vLykabGxsahTpw4uXbqEevXqAQBycnJgamqKJUuWYMSIESXatrdV3PzDkUUiIiKq9JKTkwEAhoaGb91HdHQ0YmJiMHz48HeqJSMjAwCgqakpTVNRUYG6ujqOHz/+Tn2XBYZFIiIiqtSEEJg8eTJcXV1Rv379t+5nw4YNqFu3LlxcXN6pHkdHR9jY2MDX1xdPnz5FZmYmvvvuOyQmJiIhIeGd+i4LDItERERUqfn4+ODChQvYvn37W/eRnp6Obdu2vfOoIvDqUY07d+5EbGwsDA0Noa2tjYiICHh4eFTIJ8XxcX9ERERUaY0bNw579+7FsWPHYGVl9db9/Pe//8WLFy8wePDgUqmradOmiImJQXJyMjIzM2FiYoKWLVuiWbNmpdJ/aeLIIhEREVU6Qgj4+Phg165dOHLkCOzs7N6pvw0bNqBHjx4wMTEppQpfMTAwgImJCa5fv46oqCj07NmzVPsvDRxZJCIiokpn7Nix2LZtG/bs2QM9PT0kJiYCeBXOtLS0AABPnjzBnTt38O+//wKAdB9Gc3NzmJubS33duHEDx44dw/79+wtcV4cOHdCrVy/4+PgAAFJTU3Hjxg1pflxcHGJiYmBoaIgaNWoAAH799VeYmJigRo0auHjxIiZMmAAvLy907ty5lD+Jd8eRRSIiIqp0AgMDkZycDDc3N1hYWEivHTt2SG327t2Lxo0bo1u3bgCAfv36oXHjxli3bp1SXxs3bkT16tVlg9zNmzfx6NEj6X1UVBQaN26Mxo0bAwAmT56Mxo0b45tvvpHaJCQkYNCgQXB0dMT48eMxaNCgdzqnsizxPovgfRaJiIjo48P7LBIRERHRO2NYJCIiIiJZDItEREREJIthkYiIiIhkMSwSERERkSyGRSIiIiKSxZtyExERUaXjFOJU3iW8tYveF8u7BCUcWSQiIiIiWQyLRERERCSLYZGIiIiIZDEsEhEREZEshkUiIiIiksWwSERERESyGBaJiIiISBbDIhERERHJYlgkIiIiIlkMi0REREQki2GRiIiIiGQxLBIRERGRLIZFIiIiIpLFsEhEREREshgWiYiIiEgWwyIRERERyWJYJCIiIiJZDItEREREJIthkYiIiIhkMSwSEX0Ejh07Bk9PT1haWkKhUGD37t1K8x88eIAhQ4bA0tIS2tra6NKlC65fv67Uxs3NDQqFQunVr1+/QtebnZ2NOXPmwM7ODlpaWqhZsyYWLFiA3NxcAEBWVhZmzJgBJycn6OjowNLSEoMHD8a///5bqttPRG+PYZGI6COQlpaGhg0bYu3atfnmCSHg5eWFW7duYc+ePTh37hxsbGzQsWNHpKWlKbUdOXIkEhISpNdPP/1U6HqXLFmCdevWYe3atbh69SqWLl2KZcuWYc2aNQCAFy9e4O+//8bcuXPx999/Y9euXYiNjUWPHj1Kb+OJ6J2olncBRERU9jw8PODh4VHgvOvXr+P06dO4dOkS6tWrBwD48ccfYWpqiu3bt2PEiBFSW21tbZibmxd7vadOnULPnj3RrVs3AICtrS22b9+OqKgoAICBgQHCw8OVllmzZg1atGiBO3fuoEaNGiXaTiIqfRxZJCL6yGVkZAAANDU1pWkqKipQV1fH8ePHldpu3boVxsbGqFevHqZOnYrnz58X2rerqysOHz6M2NhYAMD58+dx/PhxdO3aVXaZ5ORkKBQKVK1a9S23iIhKE0cWiYg+co6OjrCxsYGvry9++ukn6OjoICAgAImJiUhISJDaDRw4EHZ2djA3N8elS5fg6+uL8+fP5xsZfN2MGTOQnJwMR0dHqKioICcnB/7+/ujfv3+B7V++fImZM2diwIAB0NfXL/VtJaKSK9eRxcWLF6N58+bQ09ODqakpvLy8cO3aNaU2Qgj4+fnB0tISWlpacHNzw+XLl5XaZGRkYNy4cTA2NoaOjg569OiBe/fuvc9NISL6YKmpqWHnzp2IjY2FoaEhtLW1ERERAQ8PD6ioqEjtRo4ciY4dO6J+/fro168f/vvf/+KPP/7A33//Ldv3jh07sGXLFmzbtg1///03QkJCsHz5coSEhORrm5WVhX79+iE3Nxc//vhjmWwrEZVcuYbFyMhIjB07FqdPn0Z4eDiys7PRuXNnpROqly5dioCAAKxduxZnz56Fubk5OnXqpHToY+LEiQgLC0NoaCiOHz+O1NRUdO/eHTk5OeWxWUREH5ymTZsiJiYGz549Q0JCAg4ePIjHjx/Dzs5OdpkmTZpATU0t31XTr5s2bRpmzpyJfv36wcnJCYMGDcKkSZOwePFipXZZWVno06cP4uLiEB4ezlFFogqkXA9DHzx4UOl9UFAQTE1NER0djbZt20IIgZUrV2L27Nn47LPPAAAhISEwMzPDtm3bMHr0aCQnJ2PDhg3YvHkzOnbsCADYsmULrK2t8ccff8Dd3f29bxcR0YfKwMAAwKuLXqKiovDtt9/Ktr18+TKysrJgYWEh2+bFixeoUkV5XEJFRUW6dQ7wf0Hx+vXrOHr0KIyMjN5xK4ioNFWoC1ySk5MBAIaGhgCAuLg4JCYmonPnzlIbDQ0NtGvXDidPngQAREdHIysrS6mNpaUl6tevL7V5U0ZGBlJSUpReRESVWWpqKmJiYhATEwPg1fdrTEwM7ty5AwD49ddfERERId0+p1OnTvDy8pK+W2/evIkFCxYgKioK8fHx2L9/P7744gs0btwYrVu3ltbToUMHpdvzeHp6wt/fH7/99hvi4+MRFhaGgIAA9OrVC8Cr+zB+/vnniIqKwtatW5GTk4PExEQkJiYiMzPzPX06RFSYCnOBixACkydPhqurK+rXrw8ASExMBACYmZkptTUzM8Pt27elNurq6qhWrVq+NnnLv2nx4sWYP39+aW8CEVGFFRUVhfbt20vvJ0+eDADw9vZGcHAwEhISMHnyZDx48AAWFhYYPHgw5s6dK7VXV1fH4cOHsWrVKqSmpsLa2hrdunXDvHnzlM5rvHnzJh49eiS9X7NmDebOnYsxY8YgKSkJlpaWGD16NL755hsAwL1797B3714AQKNGjZRqPnr0KNzc3Er7oyCiEqowI4s+Pj64cOECtm/fnm+eQqFQei+EyDftTYW18fX1RXJysvS6e/fu2xdOH5SinmKRmpoKHx8fWFlZQUtLC3Xr1kVgYKBSm5s3b6JXr14wMTGBvr4++vTpgwcPHhS63ufPn2PixImwsbGBlpYWXFxccPbsWaU2Q4YMyfd0jFatWpXKdhO5ublBCJHvFRwcDAAYP3487t69i8zMTNy+fRvffvst1NXVpeWtra0RGRmJx48fIyMjAzdu3MCqVaukI0F54uPj4efnJ73X09PDypUrcfv2baSnp+PmzZtYuHCh1LetrW2BdQkhGBSJKogKERbHjRuHvXv34ujRo7CyspKm59349c0RwqSkJGm00dzcHJmZmXj69KlsmzdpaGhAX19f6UUfh8KeYgEAkyZNwsGDB7FlyxZcvXoVkyZNwrhx47Bnzx5p+c6dO0OhUODIkSM4ceIEMjMz4enpqXQO1ptGjBiB8PBwbN68GRcvXkTnzp3RsWNH3L9/X6ldly5dlJ6OsX///tLbeCIiordQrmFRCAEfHx/s2rULR44cyXfVXd79vF6/h1dmZiYiIyPh4uIC4NUVfGpqakptEhIScOnSJakNUR4PDw8sXLhQumDqTadOnYK3tzfc3Nxga2uLUaNGoWHDhtLTJk6cOIH4+HgEBwfDyckJTk5OCAoKwtmzZ3HkyJEC+0xPT8fOnTuxdOlStG3bFg4ODvDz84OdnV2+UUsNDQ2Ym5tLrzdHbYiIiN63cg2LY8eOle6/paenJ53UnJ6eDuDV4eeJEydi0aJFCAsLw6VLlzBkyBBoa2tjwIABAF5duTd8+HBMmTIFhw8fxrlz5/Dll1/CyclJujqaqLhcXV2xd+9e3L9/H0IIHD16FLGxsdJV9RkZGVAoFNDQ0JCW0dTURJUqVfI96SJPdnY2cnJylJ6OAQBaWlr5lomIiICpqSlq166NkSNHIikpqZS3kIiIqGTK9QKXvFGVN89LCQoKwpAhQwAA06dPR3p6OsaMGYOnT5+iZcuW+P3336Gnpye1X7FiBVRVVdGnTx+kp6ejQ4cOCA4OVjrpmqg4Vq9ejZEjR8LKygqqqqqoUqUKfvnlF7i6ugIAWrVqBR0dHcyYMQOLFi2CEAIzZsxAbm6u0pMuXqenpwdnZ2d8++23qFu3LszMzLB9+3b89ddfqFWrltTOw8MDX3zxBWxsbBAXF4e5c+fi008/RXR0tFI4JSIiep8UQghR3kWUt5SUFBgYGCA5OZnnL35EFAoFwsLC4OXlJU1bvnw51q9fj+XLl8PGxgbHjh2Dr68vwsLCpJHq33//HV9//TXi4uJQpUoV9O/fH1euXEHLli1lnzpx8+ZNDBs2DMeOHYOKigqaNGmC2rVr4++//8aVK1cKXCYhIQE2NjYIDQ2VPWxOREQFcwpxKu8S3tpF74vvZT3FzT8V5tY5ROUtPT0ds2bNQlhYGLp16wYAaNCgAWJiYrB8+XIpLHbu3Fm6PYiqqiqqVq0Kc3PzQp90YW9vj8jISKSlpSElJQUWFhbo27dvoctYWFjAxsam0KdjEBUH/9MkondRIa6GJqoIsrKykJWVVeTTJvIYGxujatWqOHLkCJKSktCjR48i16GjowMLCws8ffoUhw4dQs+ePWXbPn78GHfv3i306RhERERljSOL9FFJTU3FjRs3pPd5T7EwNDREjRo10K5dO0ybNg1aWlqwsbFBZGQkNm3ahICAAGmZoKAg1K1bFyYmJjh16hQmTJiASZMmoU6dOlKbDh06oFevXvDx8QEAHDp0CEII1KlTBzdu3MC0adNQp04dDB06VKrLz88PvXv3hoWFBeLj4zFr1iwYGxtLT7ogIiIqDwyL9FEp6ikWoaGh8PX1xcCBA/HkyRPY2NjA398fX331lbTMtWvX4OvriydPnsDW1hazZ8/GpEmTlNbz5lMskpOT4evri3v37sHQ0BC9e/eGv78/1NTUALwavbx48SI2bdqEZ8+ewcLCAu3bt8eOHTuULuYiIiJ633iBC3iBCxFVbjxnkT5G3O+LVtz8w3MWiYiIiEgWwyIRERERyWJYJCIiIiJZDItEREREJIthkYiIiIhk8dY59NH4kK+MA3hVKBERlQ+OLBIRERGRLIZFIiIiIpLFsEhEREREshgWiYiIiEgWwyIRERERyWJYJCIiIiJZDItEREREJIthkYiIiIhkMSwSERERkSyGRSIiIiKSxbBIRERERLIYFomIiIhIFsMiEREREcliWCQiIiIiWQyLRERERCSLYZGIiIiIZDEsEhEREZEshkUiIiIiksWwSERERESyGBaJiIiISBbDIhERERHJYlgkIiIiIlkMi0REREQki2GRiIiIiGQxLBIRERGRLIZFIiIiIpLFsEhEREREshgWiYiIiEgWwyIRERERyWJYJCIiIiJZDItEREREJIthkYiIiIhkMSwSERERkSyGRSIiIiKSxbBIRERERLIYFomIiIhIFsMiEREREcliWCQiIiIiWQyLRERERCSLYZGIiIiIZDEsEhEREZEshkUiIiIiksWwSERERESyGBaJiIiISBbDIhERERHJYlgkIiIiIlkMi0REREQki2GRiIiIiGQxLBIRERGRLIZFIiIiIpLFsEhEREREshgWiYiIiEgWwyIRERERyWJYJCIiIiJZDItEREREJIthkYiIiIhkMSwSERERkSyGRSIiIiKSxbBIRERERLIYFomIiIhIFsMiEREREcliWCQiIiIiWQyLRERERCSLYZGIiIiIZJVrWDx27Bg8PT1haWkJhUKB3bt3K80fMmQIFAqF0qtVq1ZKbTIyMjBu3DgYGxtDR0cHPXr0wL17997jVhARERFVXuUaFtPS0tCwYUOsXbtWtk2XLl2QkJAgvfbv3680f+LEiQgLC0NoaCiOHz+O1NRUdO/eHTk5OWVdPhEREVGlp1qeK/fw8ICHh0ehbTQ0NGBubl7gvOTkZGzYsAGbN29Gx44dAQBbtmyBtbU1/vjjD7i7u5d6zUREREQfkwp/zmJERARMTU1Ru3ZtjBw5EklJSdK86OhoZGVloXPnztI0S0tL1K9fHydPnpTtMyMjAykpKUovIiIiIsqvRCOL165dw/bt2/Hnn38iPj4eL168gImJCRo3bgx3d3f07t0bGhoapVach4cHvvjiC9jY2CAuLg5z587Fp59+iujoaGhoaCAxMRHq6uqoVq2a0nJmZmZITEyU7Xfx4sWYP39+qdVJREREVFkVa2Tx3Llz6NSpExo2bIhjx46hefPmmDhxIr799lt8+eWXEEJg9uzZsLS0xJIlS5CRkVEqxfXt2xfdunVD/fr14enpiQMHDiA2Nha//fZbocsJIaBQKGTn+/r6Ijk5WXrdvXu3VOolIiIiqmyKNbLo5eWFadOmYceOHTA0NJRtd+rUKaxYsQLff/89Zs2aVWpF5rGwsICNjQ2uX78OADA3N0dmZiaePn2qNLqYlJQEFxcX2X40NDRKdQSUiIiIqLIqVli8fv061NXVi2zn7OwMZ2dnZGZmvnNhBXn8+DHu3r0LCwsLAEDTpk2hpqaG8PBw9OnTBwCQkJCAS5cuYenSpWVSAxEREdHHpFhhsThB8W3ap6am4saNG9L7uLg4xMTEwNDQEIaGhvDz80Pv3r1hYWGB+Ph4zJo1C8bGxujVqxcAwMDAAMOHD8eUKVNgZGQEQ0NDTJ06FU5OTtLV0URERET09t7q1jlnzpxBREQEkpKSkJubqzQvICCg2P1ERUWhffv20vvJkycDALy9vREYGIiLFy9i06ZNePbsGSwsLNC+fXvs2LEDenp60jIrVqyAqqoq+vTpg/T0dHTo0AHBwcFQUVF5m00jIiIioteUOCwuWrQIc+bMQZ06dWBmZqZ0IUlhF5UUxM3NDUII2fmHDh0qsg9NTU2sWbMGa9asKdG6iYiIiKhoJQ6Lq1atwsaNGzFkyJAyKIeIiIiIKpIS35S7SpUqaN26dVnUQkREREQVTInD4qRJk/DDDz+URS1EREREVMGU+DD01KlT0a1bN9jb2+OTTz6Bmpqa0vxdu3aVWnFEREREVL5KHBbHjRuHo0ePon379jAyMirxRS1ERERE9OEocVjctGkTdu7ciW7dupVFPURERERUgZT4nEVDQ0PY29uXRS1EREREVMGUOCz6+flh3rx5ePHiRVnUQ0REREQVSIkPQ69evRo3b96EmZkZbG1t813g8vfff5dacURERERUvkocFr28vMqgDCIiIiKqiEocFufNm1cWdRARERFRBVTisPi61NRU5ObmKk3T19d/p4KIiIiIqOIo8QUucXFx6NatG3R0dGBgYIBq1aqhWrVqqFq1KqpVq1YWNRIRERFROSnxyOLAgQMBABs3boSZmRlvyk1ERERUiZU4LF64cAHR0dGoU6dOWdRDRERERBVIiQ9DN2/eHHfv3i2LWoiIiIioginxyOIvv/yCr776Cvfv30f9+vXz3WexQYMGpVYcEREREZWvEofFhw8f4ubNmxg6dKg0TaFQQAgBhUKBnJycUi2QiIiIiMpPicPisGHD0LhxY2zfvp0XuBARERFVciUOi7dv38bevXvh4OBQFvUQERERUQVS4gtcPv30U5w/f74saiEiIiKiCqbEI4uenp6YNGkSLl68CCcnp3wXuPTo0aPUiiMiIiKi8lXisPjVV18BABYsWJBvHi9wISIiIqpcShwW33wWNBERERFVXiU+Z5GIiIiIPh7FCouhoaHF7vDu3bs4ceLEWxdERERERBVHscJiYGAgHB0dsWTJEly9ejXf/OTkZOzfvx8DBgxA06ZN8eTJk1IvlIiIiIjev2KdsxgZGYl9+/ZhzZo1mDVrFnR0dGBmZgZNTU08ffoUiYmJMDExwdChQ3Hp0iWYmpqWdd1ERERE9B4U+wKX7t27o3v37nj8+DGOHz+O+Ph4pKenw9jYGI0bN0bjxo1RpQpPgSQiIiKqTEp8NbSRkRF69uxZFrUQERERUQXDoUAiIiIiksWwSERERESyGBaJiIiISBbDIhERERHJYlgkIiIiIlklvho6JycHwcHBOHz4MJKSkvI9K/rIkSOlVhwRERERla8Sh8UJEyYgODgY3bp1Q/369aFQKMqiLiIiIiKqAEocFkNDQ/Gf//wHXbt2LYt6iIiIiKgCKfE5i+rq6nBwcCiLWoiIiIiogilxWJwyZQpWrVoFIURZ1ENEREREFUixDkN/9tlnSu+PHDmCAwcOoF69elBTU1Oat2vXrtKrjoiIiIjKVbHCooGBgdL7Xr16lUkxRERERFSxFCssBgUFlXUdRERERFQBlficxU8//RTPnj3LNz0lJQWffvppadRERERERBVEicNiREQEMjMz801/+fIl/vzzz1IpioiIiIgqhmLfZ/HChQvSv69cuYLExETpfU5ODg4ePIjq1auXbnVEREREVK6KHRYbNWoEhUIBhUJR4OFmLS0trFmzplSLIyIiIqLyVeywGBcXByEEatasiTNnzsDExESap66uDlNTU6ioqJRJkURERERUPoodFm1sbAAAubm5ZVYMEREREVUsJX429N69ewucrlAooKmpCQcHB9jZ2b1zYURERERU/kocFr28vKBQKPI97i9vmkKhgKurK3bv3o1q1aqVWqFERERE9P6V+NY54eHhaN68OcLDw5GcnIzk5GSEh4ejRYsW2LdvH44dO4bHjx9j6tSpZVEvEREREb1HJR5ZnDBhAn7++We4uLhI0zp06ABNTU2MGjUKly9fxsqVKzFs2LBSLZSIiIiI3r8SjyzevHkT+vr6+abr6+vj1q1bAIBatWrh0aNH714dEREREZWrEofFpk2bYtq0aXj48KE07eHDh5g+fTqaN28OALh+/TqsrKxKr0oiIiIiKhclPgy9YcMG9OzZE1ZWVrC2toZCocCdO3dQs2ZN7NmzBwCQmpqKuXPnlnqxRERERPR+lTgs1qlTB1evXsWhQ4cQGxsLIQQcHR3RqVMnVKnyaqDSy8urtOskIiIionJQ4rAIvLpNTpcuXdClS5fSroeIiIiIKpC3CouHDx/G4cOHkZSUlO+JLhs3biyVwoiIiIio/JU4LM6fPx8LFixAs2bNYGFhAYVCURZ1EREREVEFUOKwuG7dOgQHB2PQoEFlUQ8RERERVSAlvnVOZmam0g25iYiIiKjyKnFYHDFiBLZt21YWtRARERFRBVPiw9AvX77Ezz//jD/++AMNGjSAmpqa0vyAgIBSK46IiIiIyleJw+KFCxfQqFEjAMClS5eU5vFiFyIiIqLKpcRh8ejRo2VRBxERERFVQCU+ZzHPjRs3cOjQIaSnpwMAhBClVhQRERERVQwlDouPHz9Ghw4dULt2bXTt2hUJCQkAXl34MmXKlFIvkIiIiIjKT4nD4qRJk6CmpoY7d+5AW1tbmt63b18cPHiwVIsjIiIiovJV4nMWf//9dxw6dAhWVlZK02vVqoXbt2+XWmFEREREVP5KPLKYlpamNKKY59GjR9DQ0CiVooiIiIioYihxWGzbti02bdokvVcoFMjNzcWyZcvQvn37Ui2OiIiIiMpXiQ9DL1u2DG5uboiKikJmZiamT5+Oy5cv48mTJzhx4kRZ1EhERERE5aTEI4uffPIJLly4gBYtWqBTp05IS0vDZ599hnPnzsHe3r4saiQiIiKicvJW91k0NzfH/PnzsW/fPuzfvx8LFy5EdnY2hg0bVqJ+jh07Bk9PT1haWkKhUGD37t1K84UQ8PPzg6WlJbS0tODm5obLly8rtcnIyMC4ceNgbGwMHR0d9OjRA/fu3XubzSIiIiKiN7z1Tbnf9OTJE4SEhJRombS0NDRs2BBr164tcP7SpUsREBCAtWvX4uzZszA3N0enTp3w/Plzqc3EiRMRFhaG0NBQHD9+HKmpqejevTtycnLeaXuIiIiI6C3OWSxNHh4e8PDwKHCeEAIrV67E7Nmz8dlnnwEAQkJCYGZmhm3btmH06NFITk7Ghg0bsHnzZnTs2BEAsGXLFlhbW+OPP/6Au7v7e9sWIiIiosqo1EYWS1tcXBwSExPRuXNnaZqGhgbatWuHkydPAgCio6ORlZWl1MbS0hL169eX2hQkIyMDKSkpSi8iIiIiyq/ChsXExEQAgJmZmdJ0MzMzaV5iYiLU1dVRrVo12TYFWbx4MQwMDKSXtbV1KVdPREREVDkU+zB03qFgOc+ePXvXWgqkUCiU3gsh8k17U1FtfH19MXnyZOl9SkoKAyMRERFRAYodFg0MDIqcP3jw4HcuKI+5uTmAV6OHFhYW0vSkpCRptNHc3ByZmZl4+vSp0uhiUlISXFxcZPvW0NDg02aIiIiIiqHYYTEoKKgs68jHzs4O5ubmCA8PR+PGjQEAmZmZiIyMxJIlSwAATZs2hZqaGsLDw9GnTx8AQEJCAi5duoSlS5e+13qJiIiIKqNyvRo6NTUVN27ckN7HxcUhJiYGhoaGqFGjBiZOnIhFixahVq1aqFWrFhYtWgRtbW0MGDAAwKvRzOHDh2PKlCkwMjKCoaEhpk6dCicnJ+nqaCIiIiJ6e+UaFqOiopSeJ513HqG3tzeCg4Mxffp0pKenY8yYMXj69ClatmyJ33//HXp6etIyK1asgKqqKvr06YP09HR06NABwcHBUFFRee/bQ0RERFTZKIQQoryLKG8pKSkwMDBAcnIy9PX1y7scKiNOIU7lXcI7ueh9sbxLoA/Uh7zvc7+nt8X9vmjFzT8V9tY5RERERFT+GBaJiIiISBbDIhERERHJYlgkIiIiIlkMi0REREQki2GRiIiIiGQxLBIRERGRLIZFIiIiIpLFsEhEREREshgWiYiIiEgWwyIRERERyWJYJCIiIiJZDItEREREJIthkYiIiIhkMSwSERERkSyGRSIiIiKSxbBIRERERLIYFomIiIhIFsMiEREREcliWCQiIiIiWQyLRERERCSLYZGIiIiIZDEsEhEREZEshkUiIiIiksWwSERERESyGBaJiIiISBbDIhERERHJYlgkIiIiIlkMi0REREQki2GRiIiIiGQxLBIRERGRLIZFIiIiIpLFsEhEREREshgWiYiIiEgWwyIRERERyWJYJCIiIiJZDItEREREJIthkYiIiIhkMSwSERERkSyGRSIiIiKSxbBIRERERLIYFomIiIhIFsMiEREREcliWCQiIiIiWQyLRERERCSLYZGIiIiIZDEsEhEREZEshkUiIiIiksWwSERERESyGBaJiIiISBbDIhERERHJYlgkIiIiIlkMi0REREQki2GRiIiIiGQxLBIRERGRLIZFIiIiIpLFsEhEREREshgWiYiIiEgWwyIRERERyWJYJCIiIiJZDItEREREJIthkYiIiIhkMSwSERERkSyGRSIiIiKSxbBIRFQKFi9eDIVCgYkTJ0rTUlNT4ePjAysrK2hpaaFu3boIDAwssq+VK1eiTp060NLSgrW1NSZNmoSXL19K8wMDA9GgQQPo6+tDX18fzs7OOHDgQFlsFhERVMu7ACKiD93Zs2fx888/o0GDBkrTJ02ahKNHj2LLli2wtbXF77//jjFjxsDS0hI9e/YssK+tW7di5syZ2LhxI1xcXBAbG4shQ4YAAFasWAEAsLKywnfffQcHBwcAQEhICHr27Ilz586hXr16ZbehRPRR4sgiEdE7SE1NxcCBA7F+/XpUq1ZNad6pU6fg7e0NNzc32NraYtSoUWjYsCGioqJk+zt16hRat26NAQMGwNbWFp07d0b//v2VlvH09ETXrl1Ru3Zt1K5dG/7+/tDV1cXp06fLbDuJ6OPFsEhE9A7Gjh2Lbt26oWPHjvnmubq6Yu/evbh//z6EEDh69ChiY2Ph7u4u25+rqyuio6Nx5swZAMCtW7ewf/9+dOvWrcD2OTk5CA0NRVpaGpydnUtno4jeUkGnYygUigJfy5Ytk+0nODi4wGVePx2D3h8ehiYiekuhoaH4+++/cfbs2QLnr169GiNHjoSVlRVUVVVRpUoV/PLLL3B1dZXts1+/fnj48CFcXV0hhEB2dja+/vprzJw5U6ndxYsX4ezsjJcvX0JXVxdhYWH45JNPSnX7iEpC7nSMhIQEpfcHDhzA8OHD0bt370L709fXx7Vr15SmaWpqlk6xVCIMi0REb+Hu3buYMGECfv/9d9n/wFavXo3Tp09j7969sLGxwbFjxzBmzBhYWFgUOBIJABEREfD398ePP/6Ili1b4saNG5gwYQIsLCwwd+5cqV2dOnUQExODZ8+eYefOnfD29kZkZCQDI5WL10/HWLhwodI8c3Nzpfd79uxB+/btUbNmzUL7VCgU+Zal8sGwSET0FqKjo5GUlISmTZtK03JycnDs2DGsXbsWycnJmDVrFsLCwqRDyA0aNEBMTAyWL18uGxbnzp2LQYMGYcSIEQAAJycnpKWlYdSoUZg9ezaqVHl19pC6urp0gUuzZs1w9uxZrFq1Cj/99FNZbjZRgV4/HePNsPi6Bw8e4LfffkNISEiRfaampsLGxgY5OTlo1KgRvv32WzRu3Lg0y6ZiYlgkInoLHTp0wMWLF5WmDR06FI6OjpgxYwZycnKQlZUlhbs8KioqyM3Nle33xYsXBS4jhIAQQnY5IQQyMjLeYkuI3k1Rp2O8LiQkBHp6evjss88Kbefo6Ijg4GA4OTkhJSUFq1atQuvWrXH+/HnUqlWrtEqnYmJYJCJ6C3p6eqhfv77SNB0dHRgZGUnT27Vrh2nTpkFLSws2NjaIjIzEpk2bEBAQIC0zePBgVK9eHYsXLwbw6krngIAANG7cWDoMPXfuXPTo0QMqKioAgFmzZsHDwwPW1tZ4/vw5QkNDERERgYMHD76nrSd6pTinY7xu48aNGDhwYJFtW7VqhVatWknvW7dujSZNmmDNmjVYvXr1O9dNJcOwSERURkJDQ+Hr64uBAwfiyZMnsLGxgb+/P7766iupzZ07d5RGEufMmQOFQoE5c+bg/v37MDExgaenJ/z9/aU2Dx48wKBBg5CQkAADAwM0aNAABw8eRKdOnd7r9hEVdTpGRkaG9EfOn3/+iWvXrmHHjh0lXk+VKlXQvHlzXL9+vdRqp+JTiMKOa3wkUlJSYGBggOTkZOjr65d3OVRGnEKcyruEd3LR+2LRjYgK8CHv+9zvK7bnz5/j9u3bStNePx3j9dH3IUOG4NKlS4XeZ1SOEAItWrSAk5MTNm7cWKxluN8Xrbj5p0LfZ9HPzy/fPZZevzJKCAE/Pz9YWlpCS0sLbm5uuHz5cjlWTERE9PHIOx3j9debp2MAr0LJr7/+Kl249abBgwfD19dXej9//nwcOnQIt27dQkxMDIYPH46YmBilUXl6fyr8Yeh69erhjz/+kN7nDWcDwNKlSxEQEIDg4GDUrl0bCxcuRKdOnXDt2jXo6emVR7lERET0htDQUAgh0L9//wLnv3k6xrNnzzBq1CgkJibCwMAAjRs3xrFjx9CiRYv3VTK9psKHRVVV1QLvsySEwMqVKzF79mzpqqqQkBCYmZlh27ZtGD169PsulYiI6KMXERGRb9qoUaMwatSoYi+zYsUK6VnoVP4q9GFoALh+/TosLS1hZ2eHfv364datWwCAuLg4JCYmonPnzlJbDQ0NtGvXDidPniy0z4yMDKSkpCi9iIiIiCi/Ch0WW7ZsiU2bNuHQoUNYv349EhMT4eLigsePHyMxMREAYGZmprSMmZmZNE/O4sWLYWBgIL2sra3LbBuIiIiIPmQVOix6eHigd+/ecHJyQseOHfHbb78BgNKd3xUKhdIyQoh8097k6+uL5ORk6XX37t3SL56IiIioEqjw5yy+TkdHB05OTrh+/Tq8vLwAAImJibCwsJDaJCUl5RttfJOGhgY0NDTKstSPSmBgIAIDAxEfHw/g1UVJ33zzDTw8PAC8emTTzJkzsXv3bjx+/Bi2trYYP348vv76a9k+3dzcEBkZmW96165dpT8anj9/jrlz5yIsLAxJSUlo3LgxVq1ahebNm5f+RtLHzc+gvCt4N3Y1yrsCIvqAVeiRxTdlZGTg6tWrsLCwgJ2dHczNzREeHi7Nz8zMRGRkJFxcXMqxyo+PlZUVvvvuO0RFRSEqKgqffvopevbsKd3GaNKkSTh48CC2bNmCq1evYtKkSRg3bhz27Nkj2+euXbuQkJAgvS5dugQVFRV88cUXUpsRI0YgPDwcmzdvxsWLF9G5c2d07NgR9+/fL/NtJiIi+lhU6JHFqVOnwtPTEzVq1EBSUhIWLlyIlJQUeHt7Q6FQYOLEiVi0aBFq1aqFWrVqYdGiRdDW1saAAQPKu/SPiqenp9J7f39/BAYG4vTp06hXrx5OnToFb29vuLm5AXh1VdxPP/2EqKgo9OzZs8A+DQ0Nld6HhoZCW1tbCovp6enYuXMn9uzZg7Zt2wJ4dV/O3bt3IzAwsNAH2RMRUTFwRJ3+vwodFu/du4f+/fvj0aNHMDExQatWrXD69GnY2NgAAKZPn4709HSMGTMGT58+RcuWLfH777/zHovlKCcnB7/++ivS0tLg7OwMAHB1dcXevXsxbNgwWFpaIiIiArGxsVi1alWx+92wYQP69esHHR0dAEB2djZycnLyPV9US0sLx48fL70NIiIi+shV6LAYGhpa6HyFQgE/Pz/4+fm9n4JI1sWLF+Hs7IyXL19CV1cXYWFh+OSTTwAAq1evxsiRI2FlZQVVVVVUqVIFv/zyC1xdXYvV95kzZ3Dp0iVs2LBBmqanpwdnZ2d8++23qFu3LszMzLB9+3b89ddfqFWrVplsIxER0cfogzpnkSquOnXqICYmBqdPn8bXX38Nb29vXLlyBcCrsHj69Gns3bsX0dHR+P777zFmzBilJ/MUZsOGDahfv36+O/dv3rwZQghUr14dGhoaWL16NQYMGKD0lB8iIiJ6NxV6ZJE+HOrq6nBwcAAANGvWDGfPnsWqVauwcuVKzJo1C2FhYejWrRsAoEGDBoiJicHy5cvRsWPHQvt98eIFQkNDsWDBgnzz7O3tERkZibS0NKSkpMDCwgJ9+/aFnZ1d6W8gERHRR4oji1QmhBDIyMhAVlYWsrKylJ75Cbx6xndubm6R/fznP/9BRkYGvvzyS9k2Ojo6sLCwwNOnT3Ho0CHZi2aIiIio5DiySO9s1qxZ8PDwgLW1NZ4/f47Q0FBERETg4MGD0NfXR7t27TBt2jRoaWnBxsYGkZGR2LRpEwICAqQ+Bg8ejOrVq2Px4sVKfW/YsAFeXl4wMjLKt95Dhw5BCIE6dergxo0bmDZtGurUqYOhQ4eW+TYTERF9LBgW6Z09ePAAgwYNQkJCAgwMDNCgQQMcPHgQnTp1AvDqQiVfX18MHDgQT548gY2NDfz9/fHVV19Jfdy5cyff6GNsbCyOHz+O33//vcD1Jicnw9fXF/fu3YOhoSF69+4Nf39/qKmpld3GEhERfWQYFumdvX6VckHMzc0RFBRUaJuIiIh802rXrg0hhOwyffr0QZ8+fYpVIxEREb0dnrNIRERERLIYFomIiIhIFsMiEREREcliWCQiIiIiWQyLRERERCSLYZGIiIiIZPHWOVQyfgblXcHbs6tR3hUQERF9cDiySERERESyGBaJiIiISBbDIhERERHJYlgkIiIiIlkMi0REREQki2GRiIiIiGQxLBIRERGRLIZFIiIiIpLFsEhEREREshgWiYiIiEgWwyIRERERyWJYJCIiIiJZDItEREREJIthkYiIiIhkMSwSERERkSyGRSIiIiKSxbBIRERERLIYFiuAY8eOwdPTE5aWllAoFNi9e7fS/NTUVPj4+MDKygpaWlqoW7cuAgMDC+1z165daNasGapWrQodHR00atQImzdvVmrj5+cHhUKh9DI3Ny/tzSOSVRb7/utCQ0OhUCjg5eWlND0wMBANGjSAvr4+9PX14ezsjAMHDpTCFhERVT6q5V0AAWlpaWjYsCGGDh2K3r1755s/adIkHD16FFu2bIGtrS1+//13jBkzBpaWlujZs2eBfRoaGmL27NlwdHSEuro69u3bh6FDh8LU1BTu7u5Su3r16uGPP/6Q3quoqJT+BhLJKIt9P8/t27cxdepUtGnTJt88KysrfPfdd3BwcAAAhISEoGfPnjh37hzq1atXOhtHRFRJMCxWAB4eHvDw8JCdf+rUKXh7e8PNzQ0AMGrUKPz000+IioqS/Q8zr22eCRMmICQkBMePH1cKi6qqqhxNpHJTFvs+AOTk5GDgwIGYP38+/vzzTzx79kxpvqenp9J7f39/BAYG4vTp0wyLRERv4GHoD4Crqyv27t2L+/fvQwiBo0ePIjY2Vin0FUYIgcOHD+PatWto27at0rzr16/D0tISdnZ26NevH27dulUWm0D0Vt5231+wYAFMTEwwfPjwIteRk5OD0NBQpKWlwdnZubRKJyKqNDiy+AFYvXo1Ro4cCSsrK6iqqqJKlSr45Zdf4OrqWuhyycnJqF69OjIyMqCiooIff/wRnTp1kua3bNkSmzZtQu3atfHgwQMsXLgQLi4uuHz5MoyMjMp6s4iK9Db7/okTJ7BhwwbExMQU2vfFixfh7OyMly9fQldXF2FhYfjkk09KeQuIiD58DIsfgNWrV+P06dPYu3cvbGxscOzYMYwZMwYWFhbo2LGj7HJ6enqIiYlBamoqDh8+jMmTJ6NmzZrSIb3XD/85OTnB2dkZ9vb2CAkJweTJk8t6s4iKVNJ9//nz5/jyyy+xfv16GBsbF9p3nTp1EBMTg2fPnmHnzp3w9vZGZGQkAyMR0Rt4GLqCS09Px6xZsxAQEABPT080aNAAPj4+6Nu3L5YvX17oslWqVIGDgwMaNWqEKVOm4PPPP8fixYtl2+vo6MDJyQnXr18v7c0gKrG32fdv3ryJ+Ph4eHp6QlVVFaqqqti0aRP27t0LVVVV3Lx5U2qrrq4OBwcHNGvWDIsXL0bDhg2xatWq97V59BEr6i4Arxs9ejQUCgVWrlxZaJ9ZWVlYsGAB7O3toampiYYNG+LgwYNKbbKzszFnzhzY2dlBS0sLNWvWxIIFC5Cbm1sKW0WVGUcWK7isrCxkZWWhShXlXK+iolLiX3AhBDIyMmTnZ2Rk4OrVqwVePUr0vr3Nvu/o6IiLFy8qTZszZw6eP3+OVatWwdraWnZ9Rf1+EJWWou4CkGf37t3466+/YGlpWWSfc+bMwZYtW7B+/Xo4Ojri0KFD6NWrF06ePInGjRsDAJYsWYJ169YhJCQE9erVQ1RUFIYOHQoDAwNMmDCh1LaPKh+GxQogNTUVN27ckN7HxcUhJiYGhoaGqFGjBtq1a4dp06ZBS0sLNjY2iIyMxKZNmxAQECAtM3jwYFSvXl0aOVy8eDGaNWsGe3t7ZGZmYv/+/di0aZPSPeqmTp0KT09P1KhRA0lJSVi4cCFSUlLg7e39/jaePmqlve9ramqifv36SuuoWrUqAChNnzVrFjw8PGBtbY3nz58jNDQUERER+UZiiMpCUXcBAID79+/Dx8cHhw4dQrdu3Yrsc/PmzZg9eza6du0KAPj6669x6NAhfP/999iyZQuAV3cX6Nmzp9Sfra0ttm/fjqioqHfcIqrsGBYrgKioKLRv3156n3e+oLe3N4KDgxEaGgpfX18MHDgQT548gY2NDfz9/fHVV19Jy9y5c0dpBCYtLQ1jxozBvXv3oKWlBUdHR2zZsgV9+/aV2ty7dw/9+/fHo0ePYGJiglatWuH06dOwsbF5D1tNVDb7fnE8ePAAgwYNQkJCAgwMDNCgQQMcPHhQ6QIwovKSm5uLQYMGYdq0acW+lVNGRgY0NTWVpmlpaeH48ePSe1dXV6xbtw6xsbGoXbs2zp8/j+PHjxd5iJuIYbECcHNzgxBCdr65uTmCgoIK7SMiIkLp/cKFC7Fw4cJClwkNDS12jURloSz2/TcFBwfnm7Zhw4bilEdULpYsWQJVVVWMHz++2Mu4u7sjICAAbdu2hb29PQ4fPow9e/YgJydHajNjxgwkJyfD0dERKioqyMnJgb+/P/r3718Wm0GVCC9wISIiqiCio6OxatUqBAcHQ6FQFHu5VatWoVatWtJTu3x8fDB06FClp3Lt2LEDW7ZswbZt2/D3338jJCQEy5cvR0hISFlsClUiDItEREQVxJ9//omkpCTUqFFDuqL/9u3bmDJlCmxtbWWXMzExwe7du5GWlobbt2/jn3/+ga6uLuzs7KQ206ZNw8yZM9GvXz84OTlh0KBBmDRpUqF3ySACeBiaiIiowhg0aFC+e4i6u7tj0KBBGDp0aJHLa2pqonr16sjKysLOnTvRp08fad6LFy9K5c4a9PFhWCQiInqPiroLwJtP0FJTU4O5uTnq1KkjTXvzDhh//fUX7t+/j0aNGuH+/fvw8/NDbm4upk+fLi3j6ekJf39/1KhRA/Xq1cO5c+cQEBCAYcOGlfEW04eOYZGIiOg9KuouAMXx5l0AXr58iTlz5uDWrVvQ1dVF165dsXnzZunWUQCwZs0azJ07F2PGjEFSUhIsLS0xevRofPPNN6WyXVR5MSwSERG9R0XdBeBN8fHx+aa9eReAdu3a4cqVK4X2o6enh5UrV/JWOVRiDIvvme3M38q7hHcSr1l0G6I3cb8nIvpw8WpoIiIiIpLFsEhEREREshgWiYiIiEgWwyIRERERyWJYJCIiIiJZvBqaiIiojHzIdwLgXQAoD0cWiYiIiEgWwyIRERERyWJYJCIiIiJZDItEREREJIthkYiIiIhkMSwSERERkSyGRSIiIiKSxbBIRERERLIYFomIiIhIFsMiEREREcliWCQiIiIiWQyLRERERCSLYZGIiIiIZDEsEhEREZEshkUiIiIiksWwSERERESyGBaJiIiISBbDIhERERHJYlgkIiIiIlkMi0REREQkq9KExR9//BF2dnbQ1NRE06ZN8eeff5Z3SUREREQfvEoRFnfs2IGJEydi9uzZOHfuHNq0aQMPDw/cuXOnvEsjIiIi+qBVirAYEBCA4cOHY8SIEahbty5WrlwJa2trBAYGlndpRERERB801fIu4F1lZmYiOjoaM2fOVJreuXNnnDx5ssBlMjIykJGRIb1PTk4GAKSkpJRdof9fbsaLMl9HWUpRiPIu4a3lpOeUdwnv5H3sn2WF+335+pD3/Q95vwc+7H2f+335eV/7fd56hCj8Z/3Bh8VHjx4hJycHZmZmStPNzMyQmJhY4DKLFy/G/Pnz8023trYukxorE4PyLuCdXC3vAt6Jwdcf9qf/IfvwP/kPd9/nfl9+PvxPnvt9cT1//hwGBvLr/ODDYh6FQqH0XgiRb1oeX19fTJ48WXqfm5uLJ0+ewMjISHYZKlspKSmwtrbG3bt3oa+vX97lEL033PfpY8T9vmIQQuD58+ewtLQstN0HHxaNjY2hoqKSbxQxKSkp32hjHg0NDWhoaChNq1q1almVSCWgr6/PLw76KHHfp48R9/vyV9iIYp4P/gIXdXV1NG3aFOHh4UrTw8PD4eLiUk5VEREREVUOH/zIIgBMnjwZgwYNQrNmzeDs7Iyff/4Zd+7cwVdffVXepRERERF90CpFWOzbty8eP36MBQsWICEhAfXr18f+/fthY2NT3qVRMWloaGDevHn5Tg8gquy479PHiPv9h0UhirpemoiIiIg+Wh/8OYtEREREVHYYFomIiIhIFsMiEREREcliWCQiIiIiWQyL9F75+fmhUaNGxW4fHx8PhUKBmJgYAEBERAQUCgWePXtWJvURyVEoFNi9e7fsfO6bRFRZMSzSOzt58iRUVFTQpUuXMl+Xi4sLEhISinXHeaKSSExMxLhx41CzZk1oaGjA2toanp6eOHz4cLGWL+19s6R/WBGVlcTEREyYMAEODg7Q1NSEmZkZXF1dsW7dOrx48aLU1uPm5oaJEyeWWn9UeirFfRapfG3cuBHjxo3DL7/8gjt37qBGjRplti51dXWYm5uXWf/0cYqPj0fr1q1RtWpVLF26FA0aNEBWVhYOHTqEsWPH4p9//imyj/LaN7OysqCmpvbe10sfh1u3bkm/G4sWLYKTkxOys7MRGxuLjRs3wtLSEj169CjvMqmsCaJ3kJqaKvT09MQ///wj+vbtK+bPn680f/HixcLU1FTo6uqKYcOGiRkzZoiGDRsqtdm4caNwdHQUGhoaok6dOuKHH36Q5sXFxQkA4ty5c0IIIY4ePSoAiKdPn0ptTpw4Idq0aSM0NTWFlZWVGDdunEhNTS2rTaZKyMPDQ1SvXr3A/SZvXwMg1q9fL7y8vISWlpZwcHAQe/bskdq9uW8GBQUJAwMDcfDgQeHo6Ch0dHSEu7u7+Pfff5WWad68udDW1hYGBgbCxcVFxMfHi6CgIAFA6RUUFCTVERgYKHr06CG0tbXFN998I7Kzs8WwYcOEra2t0NTUFLVr1xYrV65U2g5vb2/Rs2dP4efnJ0xMTISenp4YNWqUyMjIKN0PkyoVd3d3YWVlJfudmpubK4QQ4tmzZ2LkyJHSvtW+fXsRExMjtZs3b55o2LCh2LRpk7CxsRH6+vqib9++IiUlRQjxav98c5+Pi4sTQggREREhmjdvLtTV1YW5ubmYMWOGyMrKkvp++fKlGDdunDAxMREaGhqidevW4syZM2X0iXycGBbpnWzYsEE0a9ZMCCHE//73P2Frayt9eezYsUOoq6uL9evXi3/++UfMnj1b6OnpKYXFn3/+WVhYWIidO3eKW7duiZ07dwpDQ0MRHBwshCg6LF64cEHo6uqKFStWiNjYWHHixAnRuHFjMWTIkPf2GdCH7fHjx0KhUIhFixYV2g6AsLKyEtu2bRPXr18X48ePF7q6uuLx48dCiILDopqamujYsaM4e/asiI6OFnXr1hUDBgwQQgiRlZUlDAwMxNSpU8WNGzfElStXRHBwsLh9+7Z48eKFmDJliqhXr55ISEgQCQkJ4sWLF1IdpqamYsOGDeLmzZsiPj5eZGZmim+++UacOXNG3Lp1S2zZskVoa2uLHTt2SPV7e3sLXV1d0bdvX3Hp0iWxb98+YWJiImbNmlUGnypVBo8ePRIKhUIsXry40Ha5ubmidevWwtPTU5w9e1bExsaKKVOmCCMjI+n3Y968eUJXV1d89tln4uLFi+LYsWPC3Nxc2v+ePXsmnJ2dxciRI6V9Pjs7W9y7d09oa2uLMWPGiKtXr4qwsDBhbGws5s2bJ61//PjxwtLSUuzfv19cvnxZeHt7i2rVqknrpnfHsEjvxMXFRRrByMrKEsbGxiI8PFwIIYSzs7P46quvlNq3bNlSKSxaW1uLbdu2KbX59ttvhbOzsxCi6LA4aNAgMWrUKKXl//zzT1GlShWRnp5eWptJldhff/0lAIhdu3YV2g6AmDNnjvQ+NTVVKBQKceDAASFEwWERgLhx44a0zA8//CDMzMyEEK9CKgARERFR4PryRmIKqmPixIlFbteYMWNE7969pffe3t7C0NBQpKWlSdMCAwOFrq6uyMnJKbI/+vicPn26wN8NIyMjoaOjI3R0dMT06dPF4cOHhb6+vnj58qVSO3t7e/HTTz8JIV7tz9ra2tJIohBCTJs2TbRs2VJ6365dOzFhwgSlPmbNmiXq1KkjDUII8er3KG+/TU1NFWpqamLr1q3S/MzMTGFpaSmWLl36zp8BvcILXOitXbt2DWfOnEG/fv0AAKqqqujbty82btwIALh69SqcnZ2Vlnn9/cOHD3H37l0MHz4curq60mvhwoW4efNmsWqIjo5GcHCw0vLu7u7Izc1FXFxcKW0pVWbi/z/xVKFQFNm2QYMG0r91dHSgp6eHpKQk2fba2tqwt7eX3ltYWEjtDQ0NMWTIELi7u8PT0xOrVq1CQkJCsWpu1qxZvmnr1q1Ds2bNYGJiAl1dXaxfvx537txRatOwYUNoa2tL752dnZGamoq7d+8Wa730cXrzd+PMmTOIiYlBvXr1kJGRgejoaKSmpsLIyEjpuzguLk7pu9zW1hZ6enrS+9d/H+Tk/T/yeg2tW7dGamoq7t27h5s3byIrKwutW7eW5qupqaFFixa4evXqu246/X+8wIXe2oYNG5CdnY3q1atL04QQUFNTw9OnT4tcPjc3FwCwfv16tGzZUmmeiopKsWrIzc3F6NGjMX78+HzzyvJCG6o8atWqBYVCgatXr8LLy6vQtm9eSKJQKKT9uLjt88IpAAQFBWH8+PE4ePAgduzYgTlz5iA8PBytWrUqtA4dHR2l9//5z38wadIkfP/993B2doaenh6WLVuGv/76q9B+Xq+L6E0ODg5QKBT5LvCqWbMmAEBLSwvAq+9hCwsLRERE5OujatWq0r9L+vsDvPo/5c398/U/8OT+2CtoOXp7HFmkt5KdnY1Nmzbh+++/R0xMjPQ6f/48bGxssHXrVtStWxenT59WWu7192ZmZqhevTpu3boFBwcHpZednV2x6mjSpAkuX76cb3kHBweoq6uX6jZT5WRoaAh3d3f88MMPSEtLyze/rO+b2LhxY/j6+uLkyZOoX78+tm3bBuDV1dU5OTnF6uPPP/+Ei4sLxowZg8aNG8PBwaHA0fnz588jPT1den/69Gno6urCysqqdDaGKhUjIyN06tQJa9euLfB3I0+TJk2QmJgIVVXVfN/DxsbGxV5fQfv8J598gpMnTyr9kXXy5Eno6emhevXq0nf98ePHpflZWVmIiopC3bp1S7C1VBiGRXor+/btw9OnTzF8+HDUr19f6fX5559jw4YNmDBhAjZu3IiNGzciNjYW8+bNw+XLl5X68fPzw+LFi7Fq1SrExsbi4sWLCAoKQkBAQLHqmDFjBk6dOoWxY8ciJiYG169fx969ezFu3Liy2GyqpH788Ufk5OSgRYsW2LlzJ65fv46rV69i9erV+U6lKC1xcXHw9fXFqVOncPv2bfz++++IjY2V/oOztbVFXFwcYmJi8OjRI2RkZMj25eDggKioKBw6dAixsbGYO3cuzp49m69dZmYmhg8fjitXruDAgQOYN28efHx8UKUK/yuggv3444/Izs5Gs2bNsGPHDly9ehXXrl3Dli1b8M8//0BFRQUdO3aEs7MzvLy8cOjQIcTHx+PkyZOYM2cOoqKiir0uW1tb/PXXX4iPj8ejR4+Qm5uLMWPG4O7duxg3bhz++ecf7NmzB/PmzcPkyZNRpUoV6Ojo4Ouvv8a0adNw8OBBXLlyBSNHjsSLFy8wfPjwMvxkPjLld7okfci6d+8uunbtWuC86OhoAUBER0cLf39/YWxsLHR1dYW3t7eYPn16vpP2t27dKho1aiTU1dVFtWrVRNu2baUTqotz65wzZ86ITp06CV1dXaGjoyMaNGgg/P39y2KzqRL7999/xdixY4WNjY1QV1cX1atXFz169BBHjx4VQry6sCQsLExpGQMDA+mWNnK3znldWFiYyPvaTUxMFF5eXsLCwkKoq6sLGxsb8c0330gXm7x8+VL07t1bVK1aNd+tc96s4+XLl2LIkCHCwMBAVK1aVXz99ddi5syZSr9rebfO+eabb4SRkZHQ1dUVI0aMyHdRAtGb/v33X+Hj4yPs7OyEmpqa0NXVFS1atBDLli2TLphKSUkR48aNE5aWlkJNTU1YW1uLgQMHijt37gghCr5ga8WKFcLGxkZ6f+3aNdGqVSuhpaVVolvnpKeni3HjxgljY2PeOqeMKIR4bWyXiIgqpSFDhuDZs2eFPrKQiKggPPZARERERLIYFomIiIhIFg9DExEREZEsjiwSERERkSyGRSIiIiKSxbBIRERERLIYFomIiIhIFsMiEREREcliWCQiIiIiWQyLRERERCSLYZGIiIiIZP0/t9RlA2qFslAAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# 定义企鹅种类\n",
    "species = (\"Adelie\", \"Chinstrap\", \"Gentoo\")\n",
    "# 定义企鹅的各项平均值\n",
    "penguin_means = {\n",
    "    'Bill Depth': (18.35, 18.43, 14.98),  # 喙深度\n",
    "    'Bill Length': (38.79, 48.83, 47.50),  # 喙长度\n",
    "    'Flipper Length': (189.95, 195.82, 217.19),  # 翼长\n",
    "}\n",
    "\n",
    "# 创建一个数组，表示标签的位置\n",
    "x = np.arange(len(species))  # 标签位置\n",
    "# 定义柱状图的宽度\n",
    "width = 0.25  # 柱子的宽度\n",
    "# 初始化乘数，用于计算偏移量\n",
    "multiplier = 0\n",
    "\n",
    "# 创建一个图形和一个子图，并使用约束布局\n",
    "fig, ax = plt.subplots(layout='constrained')\n",
    "\n",
    "# 遍历企鹅的各项平均值\n",
    "for attribute, measurement in penguin_means.items():\n",
    "    # 计算偏移量\n",
    "    offset = width * multiplier\n",
    "    # 绘制柱状图\n",
    "    rects = ax.bar(x + offset, measurement, width, label=attribute)\n",
    "    # 为每个柱子添加标签\n",
    "    ax.bar_label(rects, padding=3, label_type='edge')\n",
    "    # 增加乘数\n",
    "    multiplier += 1\n",
    "\n",
    "# 添加y轴标签、标题和自定义x轴刻度标签等文本\n",
    "ax.set_ylabel('Length (mm)')  # 设置y轴标签为“长度（毫米）”\n",
    "ax.set_title('Penguin attributes by species')  # 设置图表标题为“企鹅属性按种类”\n",
    "ax.set_xticks(x + width, species)  # 设置x轴刻度标签\n",
    "ax.legend(loc='upper left', ncols=3)  # 添加图例，位置在左上角，列数为3\n",
    "ax.set_ylim(0, 250)  # 设置y轴的范围\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上述代码用于绘制**分组柱状图**，以展示三种企鹅（Adelie、Chinstrap、Gentoo）在三项属性（喙深度、喙长度和翼长）上的平均值。以下是对代码中关键函数的分析：\n",
    "1. ax.bar(x + offset, measurement, width, label=attribute)\n",
    "\n",
    "    作用：绘制柱状图。\n",
    "\n",
    "    参数：\n",
    "    - `x + offset`: 确定每组柱子的 X 轴位置。offset 用于将不同属性的柱子并排显示。\n",
    "    - `measurement`: 对应每组柱子的 Y 轴数据值，例如每种企鹅的某个属性（如喙深度）的平均值。\n",
    "    - `width`: 设置每个柱子的宽度。\n",
    "    - `label=attribute`: 图例标签，表示当前柱子的属性（如 Bill Depth）。\n",
    "\n",
    "    解释：这个函数绘制了一个柱状图，其中每组柱子表示不同属性的值。通过 x + offset 确保不同属性的数据柱在同一类别下并排显示。\n",
    "\n",
    "2. ax.bar_label(rects, padding=3)\n",
    "\n",
    "    作用：为柱子添加标签。\n",
    "\n",
    "    参数：\n",
    "    - `rects`: ax.bar() 返回的柱子对象，用于添加标签。\n",
    "    - `padding=3`: 设置标签与柱子之间的距离。\n",
    "    - `fmt='%.2f'`: 设置标签的格式，保留两位小数。\n",
    "    - `label_type='edge'`: 设置标签的位置，'edge' 表示在柱子的边缘上显示。也可以设置为 'center' 表示在柱子中心显示。\n",
    "    \n",
    "    解释：这个函数在柱子上方添加数值标签，帮助读者直接查看每个柱子的具体数值。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2.2 堆叠柱状图\n",
    "\n",
    "**堆叠柱状图**（stacked bar chart）是一种特殊的柱状图类型，其中每个类别下的柱子被进一步分为多个部分，这些部分堆叠在一起形成一个完整的柱子。每个部分代表不同的数据子集，并以不同的颜色或样式进行区分。这种图表不仅展示了每个类别的总量，还能显示不同子集的贡献。\n",
    "\n",
    "**主要特点**：\n",
    "1. **柱子分段**：每个柱子由多个部分组成，每个部分对应不同的子集数据（如不同组别、变量等）。\n",
    "2. **分段堆叠**：这些部分堆叠在一起，使得每个类别的柱子代表了多个数据集的总量。\n",
    "3. **颜色区分**：不同子集的部分通常通过颜色进行区分，便于识别每个部分的具体含义。\n",
    "\n",
    "**作用和用途**：\n",
    "1. **展示总量和子集贡献**：堆叠柱状图能够直观地展示每个类别的总量，同时清晰地显示每个子集在总量中所占的比例。例如，堆叠柱状图可以显示各个国家的总人口数，并且按照不同年龄段划分各个子集。\n",
    "\n",
    "2. **对比不同类别的组成结构**：除了对比不同类别的总量外，堆叠柱状图也有助于比较各类别中不同子集的比例。例如，可以使用堆叠柱状图来比较不同公司产品销售额的组成情况（如不同地区的销售额贡献）。\n",
    "\n",
    "3. **节省空间**：相对于分组柱状图，堆叠柱状图能够在同一条柱子中显示多维度的数据，减少了图表中的柱子数量，从而节省空间。\n",
    "\n",
    "下面是一个堆叠柱状图的示例代码："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# 定义企鹅种类\n",
    "species = ('Adelie', 'Chinstrap', 'Gentoo')\n",
    "# 定义每种企鹅的性别数量\n",
    "sex_counts = {\n",
    "    'Male': np.array([73, 34, 61]),  # 雄性企鹅数量\n",
    "    'Female': np.array([73, 34, 58]),  # 雌性企鹅数量\n",
    "}\n",
    "# 定义柱状图的宽度\n",
    "width = 0.6  # 柱子的宽度：也可以是len(x)序列\n",
    "\n",
    "# 创建一个图形和一个子图\n",
    "fig, ax = plt.subplots()\n",
    "# 初始化底部数组，用于堆叠柱状图\n",
    "bottom = np.zeros(3)\n",
    "\n",
    "# 遍历性别数量字典\n",
    "for sex, sex_count in sex_counts.items():\n",
    "    # 绘制堆叠柱状图\n",
    "    p = ax.bar(species, sex_count, width, label=sex, bottom=bottom)\n",
    "    # 更新底部数组\n",
    "    bottom += sex_count\n",
    "\n",
    "    # 为每个柱子添加标签，标签类型为“center”\n",
    "    ax.bar_label(p, label_type='center')\n",
    "\n",
    "# 设置图表标题为“Number of penguins by sex”\n",
    "ax.set_title('Number of penguins by sex')\n",
    "# 添加图例\n",
    "ax.legend()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "这段代码使用 matplotlib 绘制了一个堆叠柱状图，展示了三种企鹅（Adelie, Chinstrap, Gentoo）中雄性和雌性的数量。以下是对关键函数和操作的分析：\n",
    "\n",
    "1. `ax.bar(species, sex_count, width, label=sex, bottom=bottom)`\n",
    "\n",
    "    **作用**：绘制堆叠柱状图。\n",
    "\n",
    "    **参数**：\n",
    "    - `species`: X 轴标签，代表三种企鹅。\n",
    "    - `sex_count`: Y 轴数据，代表雄性或雌性企鹅的数量。\n",
    "    - `width`: 柱状图的宽度，设置为 0.6。\n",
    "    - `label=sex`: 用于图例的标签，代表当前性别（\"Male\" 或 \"Female\"）。\n",
    "    - `bottom=bottom`: 堆叠柱状图的底部位置，起始为 0，逐步累加。\n",
    "\n",
    "    **解释**：ax.bar() 用于绘制每个性别的柱子，并且通过 `bottom` 参数实现堆叠。随着每次循环，`bottom` 数组更新，确保不同性别的柱子正确堆叠在一起。\n",
    "\n",
    "2. `bottom += sex_count`\n",
    "\n",
    "    **作用**：更新底部数组，使得下一组数据在当前柱子的顶部进行堆叠。\n",
    "\n",
    "    **解释**：通过每次将当前性别的数量加到 `bottom` 上，确保下一次绘制的性别柱子从前一个性别柱子的顶部开始堆叠。\n",
    "3. `ax.bar_label(p, label_type='center')`\n",
    "\n",
    "    **作用**：为柱子添加标签。\n",
    "    \n",
    "    **参数**：\n",
    "    - `p`: 柱子的对象，即 `ax.bar()` 返回的结果。\n",
    "    - `label_type='center'`: 标签位置设置为柱子中心，显示每个柱子的数值。\n",
    "\n",
    "    **解释**：这个函数为每个堆叠的柱子部分添加数值标签，并将它们显示在柱子的中间位置，方便读者直观查看每部分的具体数值。\n",
    "\n",
    "\n",
    "### 2.2.3 横向柱状图\n",
    "**横向柱状图**（horizontal bar chart）是一种柱状图类型，其中柱子是水平排列的，而不是垂直的。也就是说，柱子的长度沿着X 轴扩展，而分类标签（类别）沿着Y 轴排列。\n",
    "\n",
    "**主要特点**：\n",
    "- **水平排列**：与传统柱状图（垂直柱状图）不同，横向柱状图的柱子从左向右水平排列。\n",
    "- **X 轴表示数据值**：在横向柱状图中，柱子的长度表示数据的大小或频率，因此 X 轴代表的是数值或数据量。\n",
    "- **Y 轴表示分类标签**：Y 轴显示不同的分类或项目，每个分类对应一根横向柱子。\n",
    "\n",
    "**使用场景**：\n",
    "横向柱状图通常用于以下场景：\n",
    "\n",
    "- **分类标签较长**：当分类名称过长时，横向柱状图可以提供更好的可读性，因为较长的标签可以水平排列在 Y 轴上，而不会像垂直柱状图那样造成拥挤或重叠。\n",
    "- **比较多个分类项的数值**：横向柱状图适合展示多个分类项的数值大小，并直观地进行比较。\n",
    "- **空间限制**：在一些情境下，图表的垂直空间较小，横向柱状图可以更好地利用水平空间来显示更多的数据。\n",
    "\n",
    "下面是一个横向柱状图的示例代码："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "np.random.seed(19680801)\n",
    "# 示例数据\n",
    "# 定义人员名称\n",
    "people = ('Tom', 'Dick', 'Harry', 'Slim', 'Jim')\n",
    "# 创建一个数组，表示人员的位置\n",
    "y_pos = np.arange(len(people))\n",
    "# 生成每个人的性能数据，范围在3到13之间\n",
    "performance = 3 + 10 * np.random.rand(len(people))\n",
    "# 生成每个人的误差数据\n",
    "error = np.random.rand(len(people))\n",
    "\n",
    "# 创建一个图形和一个子图\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "# 绘制水平柱状图\n",
    "# y轴为人员位置，x轴为性能数据，误差为error，柱子对齐方式为居中\n",
    "hbars = ax.barh(y_pos, performance, xerr=error, align='center')\n",
    "# 设置y轴刻度标签为人员名称\n",
    "ax.set_yticks(y_pos, labels=people)\n",
    "# 反转y轴，使标签从上到下读取\n",
    "ax.invert_yaxis()\n",
    "# 设置x轴标签为“Performance”\n",
    "ax.set_xlabel('Performance')\n",
    "# 设置图表标题为“How fast do you want to go today?”\n",
    "ax.set_title('How fast do you want to go today?')\n",
    "\n",
    "# 使用特殊格式的浮点数为每个柱子添加标签\n",
    "ax.bar_label(hbars, fmt='%.2f')\n",
    "# 调整x轴的范围以适应标签\n",
    "ax.set_xlim(right=15)\n",
    "# 显示图表\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "这段代码通过 `matplotlib` 绘制了一个**水平柱状图**，展示了五个人的性能数据，并为每个柱子添加了误差条和标签。以下是对关键函数和操作的分析：\n",
    "\n",
    "1. `ax.barh(y_pos, performance, xerr=error, align='center')`\n",
    "- **作用**：绘制水平柱状图。\n",
    "- **参数**：\n",
    "    - `y_pos`: `Y` 轴位置（对应人员的位置）。\n",
    "    - `performance`: `X` 轴数据，表示每个人的性能值。\n",
    "    - `xerr=error`: 给柱子添加误差条，表示性能数据的不确定性范围。\n",
    "    - `align='center'`: 柱子在 `Y` 轴上居中对齐。\n",
    "- **解释**：`ax.barh()` 是绘制水平柱状图的函数，`X` 轴表示性能值，`Y` 轴表示不同的人。通过 `xerr` 参数为每个柱子添加误差条。\n",
    "\n",
    "2. `ax.set_yticks(y_pos, labels=people)`\n",
    "- **作用**：设置 `Y` 轴的刻度和对应标签。\n",
    "- **参数**：\n",
    "    - `y_pos`: `Y` 轴刻度的位置。\n",
    "    - `labels=people`: `Y` 轴刻度对应的标签，表示人员名称。\n",
    "- **解释**：为 Y 轴上的每个刻度位置设置标签，使得每个柱子能够与对应的人员名称对齐。\n",
    "\n",
    "3. `ax.invert_yaxis()`\n",
    "- **作用**：反转 Y 轴方向。\n",
    "- **解释**：将 Y 轴标签的顺序反转，使得顶部显示第一个标签，底部显示最后一个标签。通常在水平柱状图中，默认顺序可能是从下往上，调用该函数后可以变成从上往下排列。\n",
    "\n",
    "4. `ax.bar_label(hbars, fmt='%.2f')`\n",
    "- **作用**：为每个柱子添加数值标签。\n",
    "- **参数**：\n",
    "    - `hbars`: `ax.barh()` 返回的柱子对象，用于标注每个柱子的数值。\n",
    "    - `fmt='%.2f'`: 标签的格式，指定显示为带有两位小数的浮点数。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "除了上述简单的水平柱状图，我们还可以通过调整参数和样式，绘制更加复杂和美观的水平柱状图。例如，可以设置柱子的颜色、宽度、透明度等，以及添加图例、标题等元素，使得图表更具吸引力和可读性。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 920x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt  # 导入matplotlib.pyplot模块用于绘图\n",
    "import numpy as np  # 导入numpy模块用于数值计算\n",
    "\n",
    "# 定义类别名称列表\n",
    "category_names = ['Strongly disagree', 'Disagree',\n",
    "                  'Neither agree nor disagree', 'Agree', 'Strongly agree']\n",
    "\n",
    "# 定义每个问题的结果字典\n",
    "results = {\n",
    "    'Question 1': [10, 15, 17, 32, 26],\n",
    "    'Question 2': [26, 22, 29, 10, 13],\n",
    "    'Question 3': [35, 37, 7, 2, 19],\n",
    "    'Question 4': [32, 11, 9, 15, 33],\n",
    "    'Question 5': [21, 29, 5, 5, 40],\n",
    "    'Question 6': [8, 19, 5, 30, 38]\n",
    "}\n",
    "\n",
    "# 定义一个函数用于绘制调查结果\n",
    "def survey(results, category_names):\n",
    "    \"\"\"\n",
    "    参数\n",
    "    ----------\n",
    "    results : dict\n",
    "        一个从问题标签到每个类别答案列表的映射。\n",
    "        假设所有列表包含相同数量的条目，并且\n",
    "        它与*category_names*的长度匹配。\n",
    "    category_names : list of str\n",
    "        类别标签。\n",
    "    \"\"\"\n",
    "    labels = list(results.keys())  # 获取问题标签列表\n",
    "    data = np.array(list(results.values()))  # 将结果转换为numpy数组\n",
    "    data_cum = data.cumsum(axis=1)  # 计算每个类别的累积和\n",
    "    category_colors = plt.colormaps['RdYlGn'](\n",
    "        np.linspace(0.15, 0.85, data.shape[1]))  # 生成颜色映射\n",
    "\n",
    "    fig, ax = plt.subplots(figsize=(9.2, 5))  # 创建一个图形和子图\n",
    "    ax.invert_yaxis()  # 反转y轴\n",
    "    ax.xaxis.set_visible(False)  # 隐藏x轴\n",
    "    ax.set_xlim(0, np.sum(data, axis=1).max())  # 设置x轴的范围\n",
    "\n",
    "    # 遍历每个类别并绘制水平条形图\n",
    "    for i, (colname, color) in enumerate(zip(category_names, category_colors)):\n",
    "        widths = data[:, i]  # 获取每个类别的宽度\n",
    "        starts = data_cum[:, i] - widths  # 计算每个条形的起始位置\n",
    "        rects = ax.barh(labels, widths, left=starts, height=0.5,\n",
    "                        label=colname, color=color)  # 绘制水平条形图\n",
    "\n",
    "        r, g, b, _ = color  # 获取颜色的RGB值\n",
    "        text_color = 'white' if r * g * b < 0.5 else 'darkgrey'  # 根据颜色选择文本颜色\n",
    "        ax.bar_label(rects, label_type='center', color=text_color)  # 在条形图上添加标签\n",
    "    ax.legend(ncols=len(category_names), bbox_to_anchor=(0, 1),\n",
    "              loc='lower left', fontsize='small')  # 添加图例\n",
    "\n",
    "    return fig, ax  # 返回图形和子图对象\n",
    "\n",
    "# 调用survey函数并显示图形\n",
    "survey(results, category_names)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "这段代码通过 matplotlib 绘制了一张堆叠条形图，展示了六个问题的调查结果，使用不同颜色表示每个问题的不同类别（如“强烈反对”、“同意”等）。以下是代码中重要函数的作用分析：\n",
    "\n",
    "1. `plt.colormaps['RdYlGn'](np.linspace(0.15, 0.85, data.shape[1]))`\n",
    "- **作用**：从预定义的颜色映射 `'RdYlGn'` 中生成颜色序列。\n",
    "- **参数**：\n",
    "    - `np.linspace(0.15, 0.85, data.shape[1])`: 生成一个 `0.15` 到 `0.85` 之间均匀分布的数字序列，长度为数据列数（即类别数）。\n",
    "- **解释**：`plt.colormaps` 提供了颜色映射，`'RdYlGn'` 是一种红-黄-绿的渐变颜色映射，通过 `np.linspace` 控制颜色的渐变范围，使不同类别有不同的颜色。\n",
    "2. `ax.invert_yaxis()`\n",
    "- **作用**：反转 `Y` 轴方向。\n",
    "- **解释**：通常，`Y` 轴标签从下到上排列，调用此函数后，`Y` 轴标签从上到下显示，使得问题顺序符合阅读习惯。\n",
    "3. `ax.xaxis.set_visible(False)`\n",
    "- **作用**：隐藏 `X` 轴。\n",
    "- **解释**：在堆叠条形图中，`X` 轴的显示并不重要，隐藏它可以让图形更加简洁。\n",
    "4. `ax.set_xlim(0, np.sum(data, axis=1).max())`\n",
    "- **作用**：设置 `X` 轴的范围。\n",
    "- **参数**：\n",
    "    - `0`: `X` 轴的起点为 `0`。\n",
    "    - `np.sum(data, axis=1).max()`: 计算每个问题的总和，选择最大的总和作为 `X` 轴的终点。\n",
    "- **解释**：确保 `X` 轴的范围足够宽，能够容纳所有问题中最大的堆叠条形。\n",
    "5. `ax.barh(labels, widths, left=starts, height=0.5, label=colname, color=color)`\n",
    "- **作用**：绘制水平堆叠条形图。\n",
    "- **参数**：\n",
    "    - `labels`: `Y` 轴上的问题标签。\n",
    "    - `widths`: 当前类别的宽度（即每个问题在该类别的投票数量）。\n",
    "    - `left=starts`: 每个条形的起始位置，控制条形堆叠。\n",
    "    - `height=0.5`: 条形的高度，设置为 `0.5`。\n",
    "    - `label=colname`: 每个条形的标签，用于图例。\n",
    "    - `color=color`: 当前类别的颜色。\n",
    "- **解释**：`ax.barh` 是绘制水平条形图的函数。通过设置 `left` 参数，可以实现条形堆叠，颜色和标签用来区分不同类别。\n",
    "6. `ax.bar_label(rects, label_type='center', color=text_color)`\n",
    "- **作用**：为每个条形添加居中的数值标签。\n",
    "- **参数**：\n",
    "    - `rects`: 当前条形的对象。\n",
    "    - `label_type='center'`: 标签显示在条形的中心位置。\n",
    "    - `color=text_color`: 标签的文本颜色，取决于条形的背景颜色。\n",
    "- **解释**：`ax.bar_label` 为每个条形图上添加具体的数值，以便在图形中直观显示每个类别的数值。根据条形颜色选择白色或深灰色作为标签文本颜色，以确保标签可读性。\n",
    "7. `ax.legend(ncols=len(category_names), bbox_to_anchor=(0, 1), loc='lower left', fontsize='small')`\n",
    "- **作用**：为图形添加图例。\n",
    "- **参数**：\n",
    "    - `ncols=len(category_names)`: 图例显示为一行，列数等于类别的数量。\n",
    "    - `bbox_to_anchor=(0, 1)`: 图例位置锚定在图形的左上角。\n",
    "    - `loc='lower left'`: 图例的起始位置为左下角。\n",
    "    - `fontsize='small'`: 图例的字体大小设置为较小。\n",
    "- **解释**：图例帮助观众理解不同颜色对应的类别，位置和大小进行了自定义以适应图形布局。\n",
    "\n",
    "\n",
    "## 2.3 散点图\n",
    "\n",
    "**散点图**（scatter plot）是一种通过点的分布来展示两个变量之间关系的图表。它将数据点绘制在二维坐标系上，通常使用 X 轴 和 Y 轴 分别表示两个不同的变量。每个点的坐标代表一对变量的取值，因此通过观察这些点的分布，能够直观地发现变量之间的关系。\n",
    "\n",
    "**散点图的特点**：\n",
    "- **数据点分布**：每个点表示一对数据的 X 和 Y 值。\n",
    "- **观察变量关系**：散点图特别适合用于判断两个变量之间是否存在相关关系，如正相关、负相关或无关。\n",
    "- **点的密集度**：数据点的密集程度可以显示趋势，比如聚集或分散。较密集的区域显示该范围的数据更集中。\n",
    "- **趋势线（可选）**：可以在散点图上添加趋势线（如线性回归线）来表示两个变量之间的趋势关系。\n",
    "- **多变量扩展**：有时，散点图会用不同颜色或形状的点来表示第三个变量的类别，或使用点的大小来表示额外的数值信息。\n",
    "\n",
    "**使用场景**：\n",
    "- **关联性分析**：判断两个变量之间是否存在线性或非线性关系。\n",
    "- **异常点检测**：识别可能偏离正常范围的异常点。\n",
    "- **数据分布**：展示数据在二维空间中的分布特征。\n",
    "\n",
    "**散点图的典型关系**：\n",
    "- **正相关**：当 X 轴的值增加时，Y 轴的值也增加。\n",
    "- **负相关**：当 X 轴的值增加时，Y 轴的值减少。\n",
    "- **无关**：数据点在图上没有明显的线性趋势。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "import matplotlib.cbook as cbook\n",
    "\n",
    "# 从mpl-data/sample_data目录加载一个包含日期、开盘价、最高价、最低价、收盘价、成交量、调整后收盘价字段的yahoo csv数据的numpy记录数组。\n",
    "# 记录数组将日期存储为单位为天（'D'）的np.datetime64。\n",
    "price_data = cbook.get_sample_data('goog.npz')['price_data']  # 获取示例数据中的价格数据\n",
    "price_data = price_data[-250:]  # 获取最近250个交易日的数据\n",
    "\n",
    "delta1 = np.diff(price_data[\"adj_close\"]) / price_data[\"adj_close\"][:-1]  # 计算调整后收盘价的变化率\n",
    "\n",
    "# 标记大小以点的平方为单位\n",
    "volume = (15 * price_data[\"volume\"][:-2] / price_data[\"volume\"][0])**2  # 计算成交量的标记大小\n",
    "close = 0.003 * price_data[\"close\"][:-2] / 0.003 * price_data[\"open\"][:-2]  # 计算收盘价与开盘价的比率\n",
    "\n",
    "fig, ax = plt.subplots()  # 创建一个图形和一个子图\n",
    "ax.scatter(delta1[:-1], delta1[1:], c=close, s=volume, alpha=0.5)  # 绘制散点图，x轴为前一天的变化率，y轴为当天的变化率，颜色为收盘价与开盘价的比率，大小为成交量\n",
    "\n",
    "ax.set_xlabel(r'$\\Delta_i$', fontsize=15)  # 设置x轴标签\n",
    "ax.set_ylabel(r'$\\Delta_{i+1}$', fontsize=15)  # 设置y轴标签\n",
    "ax.set_title('Volume and percent change')  # 设置图形标题\n",
    "\n",
    "ax.grid(True)  # 启用网格\n",
    "fig.tight_layout()  # 自动调整子图参数以适应图形区域\n",
    "\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "这段代码使用了 matplotlib 和 numpy 模块来绘制一个基于股票价格变化和成交量的散点图。\n",
    "\n",
    "主要使用了 `ax.scatter()` 函数来绘制散点图，其中：\n",
    "- `x=delta1[:-1]`：横坐标为前一天的变化率。\n",
    "- `y=delta1[1:]`：纵坐标为当天的变化率。\n",
    "- `c=close`：使用开盘价和收盘价的比率为颜色。\n",
    "- `s=volume`：使用成交量决定点的大小。\n",
    "- `alpha=0.5`：设置点的透明度，0.5 表示半透明。\n",
    "\n",
    "完整参数列表如下：\n",
    "scatter(x, y, s=None, c=None, marker=None, cmap=None, norm=None, vmin=None, vmax=None, alpha=None, linewidths=None, edgecolors=None)\n",
    "\n",
    "参数详细解释：\n",
    "\n",
    "1. **x**:\n",
    "   - 类型: 数组或列表\n",
    "   - 描述: 点在 x 轴的坐标值。\n",
    "\n",
    "2. **y**:\n",
    "   - 类型: 数组或列表\n",
    "   - 描述: 点在 y 轴的坐标值。\n",
    "\n",
    "3. **s**:\n",
    "   - 类型: 数值、数组或列表\n",
    "   - 描述: 点的大小。可以是单个值或一个数组，数组表示每个点的大小。\n",
    "   - 默认值: 20\n",
    "\n",
    "4. **c**:\n",
    "   - 类型: 数值、数组或颜色值\n",
    "   - 描述: 点的颜色。可以是单一颜色值，也可以是数值数组（结合 `cmap` 使用）。\n",
    "\n",
    "5. **marker**:\n",
    "   - 类型: 字符串\n",
    "   - 描述: 点的形状，比如 `'o'` 为圆形，`'^'` 为上三角形等。\n",
    "   - 默认值: `'o'`（圆形）\n",
    "\n",
    "6. **cmap**:\n",
    "   - 类型: Colormap 对象或字符串\n",
    "   - 描述: 当 `c` 是数值时，指定颜色映射方式。\n",
    "\n",
    "7. **norm**:\n",
    "   - 类型: Normalize 实例\n",
    "   - 描述: 用于将 `c` 的数值归一化到 [0, 1] 范围内。\n",
    "\n",
    "8. **vmin** 和 **vmax**:\n",
    "   - 类型: 数值\n",
    "   - 描述: 映射 `c` 的最小值和最大值，控制颜色映射的范围。\n",
    "\n",
    "9. **alpha**:\n",
    "   - 类型: 浮点数\n",
    "   - 描述: 点的透明度，范围在 [0, 1] 之间，0 为完全透明，1 为完全不透明。\n",
    "\n",
    "10. **linewidths**:\n",
    "    - 类型: 数值、数组或列表\n",
    "    - 描述: 设置点的边框宽度。\n",
    "\n",
    "11. **edgecolors**:\n",
    "    - 类型: 颜色字符串或数组\n",
    "    - 描述: 设置点的边框颜色，默认值为 `None` 或 `'face'`（与点的填充颜色相同）。\n"
   ]
  }
 ],
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